Capstone Projects

Students in our semester-based bachelor’s and master’s degree programs complete a final capstone project which synthesizes and applies information from their coursework. Students serve in a consultant role, identifying a business need of the partner site/organization, assessing it, analyzing the data, and providing recommendations for implementation that are grounded in research and best practices.

Capstone projects take place at host site and can be completed on site or remotely as needed by the host. In some cases, students can complete their capstone through their current place of employment.

Capstone students build relationships and gain experience with their host organization–while working directly with stakeholders to solve a timely business problem or question.

Explore our database of completed capstone projects or refer to the capstone course description for your program of interest to learn more about the capstone process.

3M Menomonie Fibers Water Use Analysis and Reduction Proposal

A case study on machine learning assisted compression: using autoencoders for image compression on commodity hardware, a case study on modeling an nba expansion starting five, a case study on recommendation systems using implicit feedback, a case study on stock trading sentiment analysis, a case study on utilizing predictive analytics in cpm applications, a comparative assessment of recommendation systems and its ethical implications, a dedicated program manager increases employee engagement, a deep dive into deep learning and its applications, a look at the connection between a facility’s delivery volume, service results, and preventable accident performance.

9 Project Ideas for Your Data Analytics Portfolio

Finding projects for your data analytics portfolio can be tricky, especially when you’re new to the field. You might also think that your data projects need to be especially complex or showy, but that’s not the case. The most important thing is to demonstrate your skills, ideally using a dataset that interests you. And the good news? Data is everywhere—you just need to know where to find it and what to do with it.

In this post, we’ll highlight the key elements that your data analytics portfolio should demonstrate. We’ll then share nine project ideas that will help you build your portfolio from scratch, focusing on three key areas: Data scraping , exploratory analysis , and data visualization .

We’ll cover:

Data scraping project ideas

Exploratory data analysis project ideas, data visualization project ideas.

Ready to get inspired? Let’s go!

1. What should you include in your data analytics portfolio?

Data analytics is all about finding insights that inform decision-making. But that’s just the end goal. As any experienced data analyst will tell you, the insights we see as consumers are the result of a great deal of work. In fact, about 80% of all data analytics tasks involve preparing data for analysis. This makes sense when you think about it—after all, our insights are only as good as the quality of our data.

Yes, your portfolio needs to show that you can carry out different types of data analysis . But it also needs to show that you can collect data, clean it, and report your findings in a clear, visual manner. As your skills improve, your portfolio will grow in complexity. As a beginner though, you’ll need to show that you can:

If you’re inexperienced, it can help to present each item as a mini-project of its own. This makes life easier since you can learn the individual skills in a controlled way. With that in mind, we’ll keep it nice and simple with some basic ideas, and a few tools you might want to explore to help you along the way.

2. Data scraping project ideas for your portfolio

What is data scraping.

Data scraping is the first step in any data analytics project. It involves pulling data (usually from the web) and compiling it into a usable format. While there’s no shortage of great data repositories available online, scraping and cleaning data yourself is a great way to show off your skills.

The process of web scraping can be automated using tools like Parsehub , ScraperAPI , or Octoparse (for non-coders) or by using libraries like Beautiful Soup or Scrapy (for developers). Whichever tool you use, the important thing is to show that you understand how it works and can apply it effectively.

Before scraping a website, be sure that you have permission to do so. If you’re not certain, you can always search for a dataset on a repository site like  Kaggle . If it exists there, it’s a good bet you can go straight to the source and scrape it yourself. Bear in mind though—data scraping can be challenging if you’re mining complex, dynamic websites. We recommend starting with something easy—a mostly-static site. Here are some ideas to get you started.

The Internet Movie Database

A good beginner’s project is to extract data from IMDb. You can collect details about popular TV shows, movie reviews and trivia, the heights and weights of various actors, and so on. Data on IMDb is stored in a consistent format across all its pages, making the task a lot easier. There’s also a lot of potential here for further analysis.

Job portals

Many beginners like scraping data from job portals since they often contain standard data types. You can also find lots of online tutorials explaining how to proceed. To keep it interesting, why not focus on your local area? Collect job titles, companies, salaries, locations, required skills, and so on. This offers great potential for later visualization, such as graphing skillsets against salaries.

E-commerce sites

Another popular one is to scrape product and pricing data from e-commerce sites. For instance, extract product information about Bluetooth speakers on Amazon, or collect reviews and prices on various tablets and laptops. Once again, this is relatively straightforward to do, and it is scalable. This means you can start with a product that has a small number of reviews, and then upscale once you’re comfortable using the algorithms.

For something a bit less conventional, another option is to scrape a site like Reddit. You could search for particular keywords, upvotes, user data, and more. Reddit is a very static website, making the task nice and straightforward. Later, you can carry out interesting exploratory analyses, for instance, to see if there are any correlations between popular posts and particular keywords. Which brings us to our next section.

3. Exploratory data analysis project ideas

What is exploratory data analysis.

The next step in any data analyst’s skillset is the ability to carry out an exploratory data analysis (EDA). An EDA looks at the structure of data, allowing you to determine their patterns and characteristics. They also help you to clean your data. You can extract important variables, detect outliers and anomalies, and generally test your underlying assumptions.

While this process is one of the most time-consuming tasks for a data analyst, it can also be one of the most rewarding. Later modeling focuses on generating answers to specific questions. An EDA, meanwhile, helps you do one of the most exciting bits—generating those questions in the first place.

Languages like R and Python are often used to carry out these tasks. They have many pre-existing algorithms that you can use to carry out the work for you . The real skill lies in presenting your project and its results. How you decide to do this is up to you, but one popular method is to use an interactive documentation tool like Jupyter Notebook . This lets you capture elements of code, along with explanatory text and visualizations, all in one place. Here are some ideas for your portfolio.

Global suicide rates

This global suicide rates dataset covers suicide rates in various countries, with additional data including year, gender, age, population, GDP, and more. When carrying out your EDA, ask yourself: What patterns can you see? Are suicides rates climbing or falling in various countries? What variables (such as gender or age) can you find that might correlate to suicide rates?

World Happiness Report

On the other end of the scale, the World Happiness Report tracks six factors to measure happiness across the world’s citizens: life expectancy, economics, social support, absence of corruption, freedom, and generosity. So, which country is the happiest? Which continent? Which factor appears to have the greatest (or smallest) impact on a nation’s happiness? Overall, is happiness increasing or decreasing?

Aside from the two ideas above, you could also use your own datasets . After all, if you’ve already scraped your own data, why not use them? For instance, if you scraped a job portal, which locations or regions offer the best-paid jobs? Which offer the least well-paid ones? Why might that be? Equally, with e-commerce data, you could look at which prices and products offer the best value for money.

Ultimately, whichever dataset you’re using, it should grab your attention. If the data are too complex or don’t interest you, you’re likely to run out of steam before you get very far. Keep in mind what further probing you can do to spot interesting trends or patterns, and to extract the insights you need.

We’ve compiled a list of ten great places to find free datasets for your next project here .

4. Data visualization project ideas

What is data visualization.

Scraping, tidying, and analyzing data is one thing. Communicating your findings is another. Our brains don’t like looking at numbers and figures, but they love visuals. This is where the ability to create effective data visualizations comes in. Good visualizations—whether static or interactive—make a great addition to any data analytics portfolio. Showing that you can create visualizations that are both effective and visually appealing will go a long way towards impressing a potential employer.

Check out this video with Dr. Humera, where she explains how visualization helps tell a story with data.

Some free visualization tools include Google Charts , Canva Graph Maker (free), and Tableau Public . Meanwhile, if you want to show off your coding abilities, use a Python library such as Seaborn , or flex your R skills with Shiny . Needless to say, there are many tools available to help you. The one you choose depends on what you’re looking to achieve. Here’s a bit of inspiration…

Topical subject matter looks great on any portfolio, and the pandemic is nothing if not topical! What’s more, sites like Kaggle already have thousands of Covid-19 data sets available . How can you represent the data? Could you use a global heatmap to show where cases have spiked, versus where there are very few? Perhaps you could create two overlapping bar charts to show known infections versus predicted infections. Here’s a handy tutorial to help you visualize Covid-19 data using R, Shiny, and Plotly .

Most followed on Instagram

Whether you’re interested in social media, or celebrity and brand culture, this dataset of the most-followed people on Instagram has great potential for visualization. You could create an interactive bar chart that tracks changes in the most followed accounts over time. Or you could explore whether brand or celebrity accounts are more effective at influencer marketing. Otherwise, why not find another social media dataset to create a visualization? For instance, this map of the USA by data scientist Greg Rafferty nicely highlights the geographical source of trending topics on Instagram.

Travel data

Another topic that lends itself well to visualization is transport data. Here’s a great project by Chen Chen on github , using Python to visualize the top tourist destinations worldwide, and the correlation between inbound/outbound tourists with gross domestic product (GDP).

5. What’s next?

In this post, we’ve explored which skills every beginner needs to demonstrate in their data analytics portfolio. Regardless of the dataset you’re using, you should be able to demonstrate the following abilities:

Once you’ve mastered the basics, you can start getting more ambitious with your data analytics projects. For example, why not introduce some machine learning projects, like sentiment analysis or predictive analysis? The key thing is to start simple and to remember that a good data analytics portfolio needn’t be flashy, just competent.

To further develop your skills, there are loads of online courses designed to set you on the right track. To start with, why not try our free, five-day data analytics short course ?

And, if you’d like to learn more about becoming a data analyst and building your portfolio, check out the following:

105 Original Capstone Project Ideas for STEM Students

capstone project ideas

What is a Capstone Project? A capstone project refers to a final or culminating project high school or college seniors need to earn their degrees. It’s usually a project that takes several months to complete and should demonstrate students’ command over particular subjects within an area of study. It may be similar to master’s thesis writing. There are endless capstone project ideas to choose from, but sometimes students struggle to come up with research topic ideas, so we’ve explored several fresh capstone project topics for consideration.

Business Capstone Project Ideas

Nursing capstone project ideas, ideas for high school, computer science capstone project ideas, cybersecurity capstone project ideas, it project ideas, capstone project ideas for nursing, senior capstone project ideas, high school senior project ideas, capstone project ideas for information technology, more information technology ideas, data science capstone project ideas, creative project ideas, interesting science topics, mba capstone project ideas.

The above capstone project ideas are available to use or modify at no cost. For even more capstone project topics or to get capstone project examples, contact a professional writing service for affordable assistance. A reliable service can help you understand what is a capstone project even more so by providing clear instructions on the capstone project meaning as well as the most common requirements you can expect from today’s academic institutions.

Leave a Reply Cancel reply

As Putin continues killing civilians, bombing kindergartens, and threatening WWIII, Ukraine fights for the world's peaceful future.

Ukraine Live Updates

big data capstone project ideas college

The Best 150 Capstone Project Topic Ideas

10 May 2022

Quick Navigation

❔What is a Capstone Project?

Capstone Project Ideas:

✅Capstone Writing: 10 Steps

The long path of research works ahead, and you can’t find any capstone project ideas that would be interesting and innovative? The task can seem even more challenging for you to feel all the responsibility of this first step. The top 150 capstone ideas presented below aim to make a choice not so effort-consuming.

With the list of the capstone project topics we've picked for you, you'll be covered in major subjects. Continue reading, and you'll get ideas for capstone projects in information technology, nursing, psychology, marketing, management, and more.

What is a Capstone Project?

Educational institutions use the capstone project to evaluate your understanding of the course on various parameters. For the students, the work on the project gives an excellent opportunity to demonstrate their presentation, problem-solving and soft skills. Capstone projects are normally used in the curriculum of colleges and schools. Also called a senior exhibition or a culminating project, these assignments are given to finish the academic course.

This assignment has several different objectives, among which are the following:

It's not that easy to pick the right capstone paper topic. The problem intensifies as each student or separate teams have to work on a single assignment which has to be unique. The best capstone project ideas may possibly run out. However, whatever topic you opt for, you’d better start your preparation and research on the subject as early as possible.

Need help with writing capstone project?

Get your paper written by a professional writer

Amazing Capstone Project Ideas for Nursing Course

Studying nursing is challenging, as it requires a prominent theoretical foundation and is fully practical at the same time. You should have to do thorough research and provide evidence for your ideas, but what to start with? The preparation for your capstone project in nursing won’t be so overwhelming if you make use of these capstone title ideas:

Attractive Computer Science Capstone Project Ideas

Computer science is so rapidly developing that you might easily get lost in the new trends in the sphere. Gaming and internet security, machine learning and computer forensics, artificial intelligence, and database development – you first have to settle down on something. Check the topics for the capstone project examples below to pick one. Decide how deeply you will research the topic and define how wide or narrow the sphere of your investigation will be.

Build your thesis statement

This is AI-powered online tool that lets you create a thesis statement about any topic you need.

Several High School Education Capstone Project Ideas for Inspiration

High school education is a transit point in professional education and the most valuable period for personal soft skills development. No wonder that the list of capstone project ideas in high school education involves rather various topics. They may range from local startup analysis and engineer’s career path to bullying problems. It’s up to you to use the chosen statement as the ready capstone project title or just an idea for future development.

Capstone Project Topics in Information Technology – Search for Your Best

Information technology is a separate area developed on the basis of computer science, and it might be challenging to capture the differences between them. If you hesitate about what to start with – use the following topics for capstone project as the starting point for your capstone research topics.

Psychology Capstone Project Ideas

Society shows increasing attention to mental health. The range of issues that influence human psychology is vast, and the choice may be difficult. You’ll find simple capstone project ideas to settle on in the following list.

Stuck with finding the right title?

Get plenty of fresh and catchy topic ideas and pick the perfect one with PapersOwl Title Generator.

Capstone Project Ideas for Management Course

Studying management means dealing with the most varied spheres of life, problem-solving in different business areas, and evaluating risks. The challenge starts when you select the appropriate topic for your capstone project. Let the following list help you come up with your ideas.

Capstone Project Ideas for Your Marketing Course

Marketing aims to make the business attractive to the customer and client-oriented. The variety of easy capstone project ideas below gives you the start for your research work.

Best Capstone Engineering Project Ideas

It’s difficult to find a more varied discipline than engineering. If you study it – you already know your specialization and occupational interest, but the list of ideas below can be helpful.

More than just a spell check

Editors on PapersOwl can edit your paper and give recommendations on how to improve your writing:

Capstone Project Ideas for MBA

Here you might read some senior capstone project ideas to help you with your MBA assignment.

Capstone Project Ideas for an Accounting Course

Try these ideas for your Capstone Project in Accounting – and get the best result possible.

Capstone Writing: 10 Essential Steps

Be it a senior capstone project of a high school pupil or the one for college, you follow these ten steps. This will ensure you’ll create a powerful capstone paper in the outcome and get the best grade:

Preparation of a powerful capstone project involves both selection of an exciting topic and its in-depth examination. If you are interested in the topic, you'll be able to demonstrate to your professor a deep insight into the subject. The lists of ideas above will inspire you and prepare you for the successful completion of your project. Don’t hesitate to try them now!

Was this article helpful?

Thanks for your feedback.

Article author picture

I am Dr. Paulus, an experienced academic writer. I am efficient, hardworking, and very flexible. As a student, I majored in History and Management but will be more than happy to work on any other subject. I write everything from scratch and do a unique research for every project.

Readers also enjoyed

What is a capstone project.

Capstone Project Writing Guides 99 likes

How To Write A Capstone Project Outline: Steps and Example

Capstone Project Writing Guides 13 likes


Simply fill out the form, click the button, and have no worries!

big data capstone project ideas college


75+ Realistic Statistics Project Ideas For Students To Score A+

Statistics Project Ideas

Statistics is one of the major subjects for every student, even in high school or college. These days almost every student is searching for the best, and more practical statistics project ideas. Even if you are a humanities, science or commerce student, you should have a good command of it. 

Statistics has many sub-topics such as normal curves, regression, correlation, statistical inference, and many more. But keep in mind that the difficulty level of statistics varies from your study level. It means that statistics concepts can be more difficult for college students than for school students. It implies that statistical project topics would be different for college students and school students.

But before we unveil these good statistics project ideas. Let’s understand what a statistical project is.

What is a Statistical Project?

Table of Contents

A statistical project is the best process of answering the research questions using statistical terminologies and techniques. It also helps us to present the work written in the given report. In statistical projects, the research could be on scientific or generic fields such as advertising, nutrition, and lots more. Therefore the difficulty level of statistical projects varies with research topics. And the statistics concepts also differ from one case to another. You can also visit to get assistance for statistical projects assignment idea.

What are Statistics Topics?

There are tons of topics in statistics. The most common statistics topics are normal curves, binomials, regression, correlation, permutation and combinations, statistical inference, and more. And all the statics topics are applicable in our daily life. Whether it is the tech or entertainment industry, everyone uses statistics topics. 

Tips for finding easy statistics project ideas

Finding the best and easiest statistics project is not an easy task. But here are some of the best tips that will help you to find easy statistics project ideas:-

All these steps will help you to find the best statistics project ideas. The next step is to write down the essential component of the statistics paper, i.e.:-

Although if you follow these steps precisely, you will surely find the best project on statistics. But we are here to make it easy for you; let’s have a look at 

Statistics Project Ideas for High School

Let’s find out the best statistics project ideas for high school that will help you to score good grades and showcase your skills:-

Additional statistics project examples:

The use of mobile phones in the classroom is always a debatable topic. Therefore, it is always a good statistics project idea to write statistics about how many students and teachers are in favor of using mobile phones in the classroom.

Small Business Statistics Project Topics

Statistics Project Ideas on Socio-Economics

Statistics Project Ideas for University Students (2023)

Statistics Survey Project Ideas

Let’s find out some of the best statistics survey project ideas. Here we go:-

Sometimes conducting a survey is itself a headache for you. That is why it is better to get easy statistics to project ideas. A survey report on E-books vs Textbooks is a good idea for students to conduct a survey and write down all useful insights collected from the survey report.

Statistics Project Ideas Hypothesis Testing

Statistics project ideas for hypothesis testing are not for everyone. But have a look at some of the best statistic project examples for hypothesis testing:-

Hypothesis testing plays an important role in concluding the most estimated result of the experiment. That is why we always suggest students conduct the hypothesis test for the present situation. Like you consider the students’ choice regarding the subjects. And write the statistical factors, like whether students select their subject based on the industry’s stability or as per their liking.

AP Statistics Project Ideas

Let’s have a look at some of the AP statistics project ideas. If statistics are your primary subject, these projects will impact your grades. 

To show the study of AP statistics project ideas, you need to offer arguments based on the evidence, perform research, and analyze the issues. You can write a statistics project based on alcohol advertisements and their effect on younger people of these ads. 

Statistics Final Project Ideas

A massive number of students look for statistics and final project ideas. Have a look at some of the best final projects in statistics:-

If you are a final-year student looking for exciting project ideas, write a statistical report on the regression analysis. The analysis can be done on the national income, and you can put all the ins-outs on this topic with a detailed report.

Two variable statistics project Ideas

Have a look at the two-variable statistics project where one variable affects the other one:-

Statistics Project Ideas for College Students

There are tons of college statistics project examples. But we will share the best ideas for statistics projects for the college. As we have already discussed, college statistics project ideas are pretty complex compared with school-level projects. Let’s have a look at the best statistics project ideas for college:- 

Fun Statistics Project Ideas

Have a look at some of the statistics projects examples:-

The Point With Statistics Projects Ideas

To write an impressive statistical project, you need to follow some points. Let’s have a look at these points:- 

There are plenty of tons or even thousands of statistics project ideas to work on. But in this blog, I have mentioned some of the best and more realistic statistics project ideas. If you work on any of these ideas, you will not just get good grades but will also enjoy your project while working on it. As the quote said, “Do what you love, love what you do.”

Also, follow the steps mentioned at the end of the blog to finish up with the best-in-class statistics project. We have covered these ideas for almost every student. But still, if you are not able to find the best project for you, you should get in touch with our experts. Our team of experts will instantly get in touch with you and help you find the most suitable statistics project ideas for you. 

Q1. What is meant by statistical project?

Statistics projects are a paper used to present the comprehension analysis of gathering statistical data. It contains the statistical data for the collected statistical data. In other words, it brings the significant results of a specific research question. 

Q2. What are some practical uses for statistics in everyday life?

Many people use statistics to make decisions in budgeting and financial planning. On the other hand, most banks use statistics to lower the risk of lending operations, predict the impact of economic crises, and analyze activity in the financial market.

Related Posts


How to Find the Best Online Statistics Homework Help


Must Have Business Analyst Skills To Become Successful

big data capstone project ideas college

Make sure there's no plagiarism in your paper

Write your essays better and faster with free samples

Generate citations for your paper free of charge

Our Best Picks Of Capstone Project Ideas for Information Technology

Updated 01 Feb 2023

A capstone project, capstone experience, senior exhibition, or culminating project is an essential academic assignment for students. This culminating experience is meant for undergraduates in their final year at their school or academic program.

These projects come in many different forms, but they all require a long-term investment before the final presentation. Selecting a topic can be difficult, especially when looking for information technology ones. It can be explained by the fact that this branch of science is developing faster than ever (and then the majority of others do). There are a lot of capstone project ideas for information technology you can cover, but which one is a nice choice? In order to help you with the process, we’ve decided to give you some titles for inspiration. Looking to write your paper? Our essay writers are here to help!

How to Choose an Engaging Topic for Your IT Project

Capstone projects are very important for students. They help students develop critical thinking, learn how to solve problems, improve their communication skills, research, teamwork, presentation skills, etc. It also builds up the student’s resume and demonstrates learning.

This is why capstone projects are so important. But choosing the right idea for your project can be challenging, mainly because it holds such value. At the same time, it will be your focus for a long time. Here are some tips for choosing IT capstone project ideas.

Take the time to brainstorm information technology capstone project ideas

Now that you’re getting ready to start your information technology capstone project, you’ve probably finished most of your other obligations. The first thing you need to think about is all the information technology classes and topics that were interesting to you.

Did you want to learn more about specific topics? Were there some topics you learned quickly? Try to remind yourself of exciting topics and go through your notes to see if you haven’t missed anything. Shortlist all of the potential topics.

Go through potential topics!

Once you’ve finished your list, you need to see which ones have potential. See what is discussed in those topics, the latest research, something related to them, etc. See if you can find information that looks promising.

Are there any subjects within those topics that spark controversy or leave room for discussion? At the same time, remove all the topics that are limited or are above your knowledge.

Narrow your topic down

If you are interested in data mining, you shouldn’t try to cover the whole topic from the start until now. Instead of that, you should focus on a single area or aspect of data mining that seems interesting to you. For example, you can talk about the latest trends in predictive analytics.

120 Capstone Project Ideas for Information Technology

Use one of these information technology capstone project examples as your topic or inspiration. Get affordable and high quality legal essay writing service here.

We hope these capstone project topics have inspired you to develop your own perfect topic.

Steps for Writing a Winning IT Capstone Project

Submit your project proposal..

When developing your custom capstone project for information technology list, consider including these points in your proposal:

Get all the necessary research.

Prepare everything you might need for the topic, be it computer science capstone project ideas or IT. Find all the sources, including textbooks, titles, literature, online resources, links, and so on.

Create a structure.

With a clear structure, you will organize your information correctly and have a good flow. The most common elements included in the structure are titles, introduction, literature review, references, methodology, discussions, recommendations, and conclusion.

Start writing.

The main focus of your project should be the thesis statement. Leave the introduction for the end, and make sure to double-check your research and your conclusions. In the end, proofread the text and try to improve your sections.

Get ready to defend your project.

Read your work multiple times, check out the research, and be prepared to defend all the conclusions and statements you’ve made.

Are You Having Trouble With Your IT Capstone Project Ideas?

It’s 2022, and you don’t have to torture yourself when you can get professional capstone project help . Our writers at EduBirdie can help you brainstorm topics and give you valuable advice on how to approach your project. Contact us today!

Was this helpful?

Thanks for your feedback, related blog posts, 100 education capstone project ideas to get you inspired.

A capstone project is one of the most important projects for all students. The final assignment is the summit of all of their hard work throughout ...

100 Best Computer Science Capstone Project Ideas: Holy Grail for Students

Where to find the computer science capstone project ideas? In addition to being relevant, your topic should demonstrate your knowledge and the abil...

Receive regular updates, discounts, study guides and more

You have subscribed to EduBirdie news.

Thanks for subscribing!

Check your inbox to verify your email.

big data capstone project ideas college

upGrad blog

Top 16 Artificial Intelligence Project Ideas & Topics for Beginners [2023]

' src=

Director of Engineering @ upGrad. Motivated to leverage technology to solve problems. Seasoned leader for startups and fast moving orgs. Working on solving problems of scale and long term technology…

Table of Contents

In this article, you will learn the 16 Artificial Intelligence Project Ideas & Topics . Take a glimpse below.

Read the full article to know more about all the Artificial Intelligence Project Ideas & Topics in detail.

Only learning theory is not enough. That’s why everyone encourages students to try artificial intelligence projects and complete them. From following the artificial intelligence trends to getting their hands dirty on projects. So, if you are a beginner, the best thing you can do is work on some real-time Artificial Intelligence project ideas .

We, here at upGrad, believe in a practical approach as theoretical knowledge alone won’t be of help in a real-time work environment. In this article, we will be exploring some interesting Artificial Intelligence project ideas which beginners can work on to put their Python knowledge to test. In this article, you will find 16 top Artificial Intelligence project ideas for beginners to get hands-on experience on AI.

You may often catch yourself talking to or asking a question to Siri or Alexa, right? Self-driving cars are no longer something you dreamed of or watched in a sci-fi, either, is it? So, how are machines acting and doing things that we thought only humans could?

The simple answer is artificial intelligence or AI. For decades scientists have worked on making AI possible. And today, we have reached a point where we have access to them in our daily lives. It doesn’t matter whether you are navigating the streets with the help of your AI-enabled navigation system or asking for movie recommendations from the comforts of your home- AI has touched all our lives. 

big data capstone project ideas college

If you read the reports on the future of jobs or the digital transformations today, you will come across several interesting topics in artificial intelligence . Conversations revolving around artificial intelligence topics, such as its impact on our work and life, have become a mainstay in the mainstream media. 

According to data , the global AI market has been valued at US$ 51.08 billion. This number is expected to rise to US$ 641.30 billion by 2028. In fact, the pandemic has been driving investment in AI, with 86% of organizations saying that they have or will invest in AI initiatives. Experts have even predicted that AI-related jobs will increase by 31.4% by 2030 .

With such an optimistic outlook, it is not surprising that many are turning to artificial intelligence and machine learning for their future. The career prospects are immense in this field, and exposing yourself to the practical dimensions of artificial intelligence topics is very important. 

Also, Check out our free courses

These projects will help you in advancing your skills as an expert while testing your current knowledge at the same time. You can use artificial intelligence in multiple sectors. The more you experiment with different Artificial Intelligence project ideas, the more knowledge you gain.

In this article, we’ll be discussing some of the most exciting artificial intelligence project ideas for beginners:

As beginners, choosing among these AI topics and research ideas for your project may seem daunting.  After all, artificial intelligence topics are very new, and you will read about many interesting topics in artificial intelligence . Reading about the fundamentals of these AI topics is very important, but you have to gain practical know-how to grow in the field. 

You can also consider doing our  Python Bootcamp course  from upGrad to upskill your career.

Best Machine Learning Courses & AI Courses Online

Why you should do ai-based projects.

There are many benefits to doing a project on artificial intelligence. This topic is extensive and diverse. Moreover, it requires you to have a considerable amount of technical knowledge.

Doing AI-based projects can help you in multiple ways. Here are the main reasons why:

Learning Experience

You get hands-on experience with these projects. You get to try out new stuff and understand how everything works. If you want to learn the real-life application of artificial intelligence, then it’s the best way to do so.

Artificial Intelligence projects cover numerous industries and domains. And unless you complete them yourself, you won’t know what challenges they give. By completing these projects, you will become more proficient with AI as well.

Also, check Full Stack Development Bootcamp Job Guaranteed from upGrad

You will need to acquaint yourself with new tools and technologies while working on a python project. The more you learn about cutting-edge development tools, environments, libraries, the broader will be your scope for experimentation with your projects. The more you experiment with different AI project ideas , the more knowledge you gain.

Must Read : Free deep learning course !

After learning AI, you’d surely want to get a job in this field. But how will you showcase your talent?

AI projects can help you in that regard too. They help you show your skills to the recruiters. Each project poses a different challenge, and you can mention them while describing the project.

Apart from that, it also shows that you have experience in applying your AI knowledge in the real-world. There’s a considerable difference between theoretical knowledge and practical knowledge. The artificial intelligence projects for students you would’ve completed will enhance your portfolio.

Also visit  upGrad’s Degree Counselling  page for all undergraduate and postgraduate programs.

See your Progress

You can find out how much of an AI expert you have become only by completing such projects. These projects require you to use your knowledge of artificial intelligence and its tools in creative ways.

If you want to see how much progress you’ve made as an artificial intelligence expert, you should test your knowledge with these unique and interesting projects.

So, here are a few Artificial Intelligence Project ideas which beginners can work on:

Artificial Intelligence Project Ideas – Basic & Intermediate Level

This list of artificial intelligence project ideas for students is suited for beginners, and those just starting out with AI. These AI project ideas will get you going with all the practicalities you need to succeed in your career as a AI Engineer.

Further, if you’re looking for Artificial Intelligence project ideas for final year, this list should get you going. So, without further ado, let’s jump straight into some Artificial Intelligence project ideas that will strengthen your base and allow you to climb up the ladder.

Finding artificial intelligence project ideas for students can be tricky. That’s why we have assorted the following list of the same:

1. Predict Housing Price

Just getting into our first Artificial Intelligence Project Ideas. In this project, you will have to predict the selling price of a new home in Boston. The dataset of this project contains the prices of houses in different areas of the city. You can get the datasets for this project at the UCI Machine Learning Repository.

artificial intelligence projects

Apart from the prices of various homes, you will get additional datasets containing the age of the residents, the crime rate in the city, and locations of non-retail businesses. For beginners, it’s a great project to test your knowledge. 

Join the Artificial Intelligence Course online from the World’s top Universities – Masters, Executive Post Graduate Programs, and Advanced Certificate Program in ML & AI to fast-track your career.

2. Enron Investigation

Enron was one of the biggest energy companies at a time in the US, but it collapsed in 2000 because of a significant allegation of fraud. It was a massive scandal in American history.

Enron might have gone, but its database hasn’t. The database we’re talking about is its email database, which has around 500,000 emails between its former employees and executives. All the emails in the database are real, so this project gets more interesting.

You can use this database for social network analysis (building graph models to find influencers) or anomaly detection (find abnormal behavior by mapping the distribution of sent emails). This is one of the popular AI projects. 

This project is quite popular among data scientists, so don’t hesitate to ask a question in the community.

You can get the data for this project here .

3. Stock Price Prediction

This is one of the excellent Artificial Intelligence project ideas for beginners. ML experts love the share market. And that’s because it’s filled with data. You can get different kinds of data sets and start working on a project right away.

artificial intelligence projects

Students who are planning to work in the finance sector would love this project as it can help them get a great insight into different sections of the same. The feedback cycles of the stock market are also short, so it helps in validating your predictions.

You can try to predict 6-month price movements of a stock by using the data you get from the organization’s provided reports in this AI project. 

In-demand Machine Learning Skills

4. customer recommendation.

E-commerce has benefitted dramatically from AI. The finest example is Amazon and its customer recommendation system. This customer recommendation system has helped the platform in enhancing its income tremendously thanks to better customer experience.

artificial intelligence project ideas

You can try to build a customer recommendation system for an E-commerce platform, as well. You can use the browsing history of the customer for your data.

5. Chatbots

One of the best AI-based projects is to create a chatbot. You should start by creating a basic chatbot for customer service. You can take inspiration from the chatbots present on various websites. Once you’ve created a simple chatbot, you can improve it and create a more detailed version of the same.

artificial intelligence projects chatbot

You can then switch up the niche of the chatbot and enhance its functions. There are many new chatbots you can create using AI. Click to learn more if you are interested to learn about creating chatbot in python. 

Artificial IntelligenceProject Ideas – Advanced Level

6. voice-based virtual assistant for windows.

This is one of the interesting Artificial Intelligence project ideas. Voice-based personal assistants are handy tools for simplifying everyday tasks. For instance, you can use virtual voice assistants to search for items/services on the Web, to shop for products for you, to write notes and set reminders, and so much more. 

This voice-based virtual assistant is specially designed for Windows. A Windows user can use this assistant to open any application (Notepad, File Explorer, Google Chrome, etc.) they want by using voice command – “open.” You can also write important messages using the “write” voice command.

Similarly, the voice command for searching the Web is “search.” The NLP trained assistant is trained to understand natural human language, so it will hear the speech and save the command in the database. It will identify a user’s intent from the spoken word and perform the actions accordingly. It can convert text to speech as well. 

7. Facial Emotion Recognition and Detection

This is one of the trending artificial intelligence project ideas. This project seeks to expand on a pioneering modern application of Deep Learning – facial emotion recognition. Although facial emotion recognition has long been the subject of research and study, it is only now that we are witnessing tangible results of that analysis. 

artificial intelligence project ideas

The Deep Learning facial emotion detection and recognition system are designed to identify and interpret human facial expressions. It can detect the core human emotions in real-time, including happy, sad, angry, afraid, surprise, disgust, and neutral. First, the automatic facial expression recognition system will detect the facial expressions from a cluttered scene to perform facial feature extraction and facial expression classification.

Then, it will enforce a Convolution Neural Network (CNN) for training a dataset (FER2013). This dataset contains seven facial features – happy, sad, surprise, fear, anger, disgust, and neutral. The unique aspect of this facial emotion detection and recognition system is that it can monitor human emotions, discriminate between good and bad emotions, and label them appropriately. It can also use the tagged emotion information to identify the thinking patterns and behavior of a person.

8. Online Assignment Plagiarism Checker

This is one of the needed AI projects of the hour. Plagiarism is a serious issue that needs to be controlled and monitored. It refers to the act of blindly copying someone else’s work and presenting it as your unique work. Plagiarism is done by paraphrasing sentences, using similar keywords, changing the form of sentences, and so on. In this sense, plagiarism is like theft of intellectual property. 

In this project, you will develop a plagiarism detector that can detect the similarities in copies of text and detect the percentage of plagiarism. This plagiarism detector used the text mining method. In this software, users can register by login by creating a valid login id and password.

So, you can log in using your unique ID and password and upload your assignment file. After the upload is complete, the file will be divided into content and reference link. The checker will then process the full content, check grammatical errors, visit each reference link, and scan the content of all the links to find matches with your content. Users can also store their files and view them later. 

9. Personality Prediction System via CV Analysis

This is one of the interesting Artificial Intelligence project ideas. It is a challenging task to shortlisting deserving candidates from a massive pile of CVs. What if there’s a software that can interpret the personality of a candidate by analyzing their CV? This will make the selection process much more manageable. This project aims to create advanced software that can provide a legally justified and fair CV ranking system. 

The system will work something like this – candidates will register in the system by entering all the relevant details and upload their CV. They will also take an online test that focuses on personality traits and a candidate’s aptitude. Candidates can also view their test results. 

First, the system will rank candidates based on their skills and experience for a particular job profile. It will also consider all other crucial aspects, like soft skills, interests, professional certifications, etc. This will eliminate all the unsuitable candidates for a job role and create a list of the most suitable candidates for the same. Together with the online personality test and CV analysis, the system will create a comprehensive picture of the candidates, simplifying the HR department’s job. 

10. Heart Disease Prediction Project

This project is beneficial from the medical perspective since it is designed to provide online medical consultation and guidance to patients suffering from heart diseases. Patients often complain that they cannot find good doctors to support their medical needs, which further aggravates their situation. This heart disease prediction application will help combat the issue. 

The proposed online application will allow patients (users) to get instant access to the consultation and services of certified medical professionals on matters related to heart diseases. The application will be trained and fed with the details of a wide range of different heart diseases. Users can share and mention their heart-related issues on the online portal.

The system will then process that information to check the database for various possible illnesses associated with those specific details. This intelligent system uses data mining techniques to guess the most accurate disease that could be associated with the details provided by a patient. Users can then consult specialist doctors based on the diagnosis of the system. The system allows users to view the details of different doctors as well. 

11. Banking Bot 

This is one of the excellent Artificial Intelligence project ideas for beginners. This AI project involves building a banking bot that uses artificial intelligence algorithms that analyze user queries to understand their message and accordingly perform the appropriate action. It is a specially designed application for banks where users can ask for bank-related questions like account, loan, credit cards, etc. If you are looking for a good AI projects to add to your resume, this is the one. 

The banking bot is an Android application. Like a chatbot, it is trained to process the users’ queries/requests and understand what services or information they are looking for. The bot will communicate with users like another human being. So, no matter how you ask a question, the bot can answer it and, if required, even escalate issues to human executives. 

Artificial Intelligence Project Ideas – Additional Topics

When you complete the projects mentioned above, you can start working on some of the other topics for AI projects mentioned below:

12. Differentiate the music genre from an audio file

13. Image reconstruction by using an occluded scene

14. Identify human emotions through pictures

15. Summarize articles written in technical text

16. Filter the content and identify spam

Wrapping up: Learn AI the Smart Way

In this article, we have covered 16 Artificial Intelligence project ideas. We started with some beginner projects which you can solve with ease. Once you finish with these simple projects, I suggest you go back, learn a few more concepts and then try the intermediate projects. When you feel confident, you can then tackle the advanced projects. If you wish to improve your AI skills, you need to get your hands on these Artificial Intelligence project ideas.

As our lives (both personal and work) become deeply tied with artificial intelligence and machine learning, we have to account for its importance. To sustain and grow in your professional lives, you must familiarize yourself with artificial intelligence topics or AI topics . 

Practical knowledge will help you in the future. So, when you come across interesting topics in artificial intelligence , why don’t you bet on yourself and take up the challenge of working on a project idea? The abundance of artificial intelligence topics may be confusing. But we are here to help.

You can also check IIT Delhi’s Executive PG Programme in Machine Learning & AI in association with upGrad . IIT Delhi is one of the most prestigious institutions in India. With more the 500+ In-house faculty members which are the best in the subject matters.

Popular AI and ML Blogs & Free Courses

Learning AI can be quite easy if you have the right guidance, mindset, and study material. We’re sure that these projects will help you in enhancing your expertise in artificial intelligence. And by looking at the variety of projects present, you must’ve figured out how powerful AI is.

What are Artificial Intelligence projects?

Artificial Intelligence (AI) initiatives are clever projects that enable machines to perform tasks that would otherwise require human intelligence. Learning, thinking, problem-solving, and perception are all goals of these intelligent creatures. Many theories, methodologies, and technologies are used in AI. Machine learning, neural networks, deep learning, cognitive computing, machine vision, and nlp are just a few of the subfields. Graphical processing unit, Iot, Advanced algorithms, and API are some of the other AI-supporting technologies.

How do I start an AI project?

Developing abilities in AI projects opens you a world of possibilities. Those interested in starting an AI project have a variety of alternatives. Enrolling in an online course is one efficient method. Choose a topic area that interests you and enroll in a course that includes real-world assignments. You need to start with the basics such as researching about the tools and software that you will need to develop the project, the approach that you need to adopt, learning about projects that are already developed and in line with the one you are working, and then putting the bits and pieces together.

What are the 4 types of AI?

AI can be divided into four categories. They are as follows: Reactive machines are AI systems that do not rely on prior experience to complete a task. In order to act in current situations, people with limited memory rely on their past experiences. Autonomous vehicles are an example of limited memory. Theory of mind is a form of artificial intelligence system that allows machines to make decisions. A self-aware AI system is one that is aware of its own existence. These systems should be self-aware, aware of their own condition, and able to predict the feelings of others.

Refer to your Network!

If you know someone, who would benefit from our specially curated programs? Kindly fill in this form to register their interest. We would assist them to upskill with the right program, and get them a highest possible pre-applied fee-waiver up to ₹ 70,000/-

You earn referral incentives worth up to ₹80,000 for each friend that signs up for a paid programme! Read more about our referral incentives here .

big data capstone project ideas college

Lead the AI Driven Technological Revolution

Leave a comment, cancel reply.

Your email address will not be published. Required fields are marked *

Our Trending Machine Learning Courses

Our Popular Machine Learning Course

Machine Learning Course

Get Free Consultation

Machine learning skills to master.

Related Articles

Future of Retail in the Metaverse

Future of Retail in the Metaverse

' src=

5 Significant Benefits of Artificial Intelligence [Deep Analysis]

' src=

What is an ROC Curve?

Start your upskilling journey now, get a free personalised counselling session..

Schedule 1:1 free counselling

Talk to a career expert

Explore Free Courses

Data Science & Machine Learning

Data Science & Machine Learning

Build your foundation in one of the hottest industry of the 21st century


Build essential technical skills to move forward in your career in these evolving times

Career Planning

Career Planning

Get insights from industry leaders and career counselors and learn how to stay ahead in your career


Master industry-relevant skills that are required to become a leader and drive organizational success


Advance your career in the field of marketing with Industry relevant free courses


Kickstart your career in law by building a solid foundation with these relevant free courses.

Register for a demo course, talk to our counselor to find a best course suitable to your career growth.

big data capstone project ideas college


135 Best Capstone Project Ideas For Students To Consider

Table of Contents

Struggling to find an idea for a capstone project? This blog post will provide a list of creative capstone project ideas. Also, it will teach you how to pick a good topic for a capstone project.

Basically, at the end of the course, to evaluate the overall understanding of the students, the schools and colleges will ask every student or team to finish their assignment on any unique capstone project ideas. Right now, would you have to submit a capstone project? Are you looking for the best capstone project ideas? Well, for those who are struggling to come up with a topic for a capstone project, here in this blog post, we have composed a list of interesting capstone project topic ideas on various subjects. Additionally, we have also provided a detailed explanation of how to identify the right topic for a capstone project.

Read more to get exciting ideas for a capstone project.

What is a capstone project?

An Overview of Capstone Project – A capstone project is an academic work the instructors assign students to evaluate how well they have understood the entire course. Doing a capstone project is highly beneficial for the students because it would serve as a platform to portray their presentation skills, communication skills, and problem-solving skills. Its ultimate aim is to motivate the students to plan the project independently, perform in-depth analysis, work in a team, and finish the work before the deadline.

Whenever you are asked to submit a capstone project of your choice, to make your work stand unique in the crowd, you should pick an ideal topic. In general, selecting an idea for a capstone project is a challenging task, and also it requires a lot of planning. As there are plenty of capstone project ideas available in various disciplines, finding one perfect topic from it would be too difficult. So, you should be more careful with the topic selection. In the next section, let us see how to identify a good capstone project idea.

Capstone Project Topic Selection

The first step of a capstone project assignment is topic selection. Generally, the success of your project will mostly depend on the topic you choose to do. If you pick a not-so-good project idea, then chances are there for you to earn low scores. Hence, to spot a perfect topic and boost your academic scores, stick to the below-mentioned steps and tips during topic selection.

In case, you have a doubt about whether the capstone project idea you have chosen is perfect or not, consult with your instructors and get approval from them before you proceed with your project. Note that having a discussion with your instructors will help you to improvise your academic work and boost your grades as well.

big data capstone project ideas college

List of Capstone Project Ideas

Here we have categorized and compiled a list of 100+ capstone project ideas on various subjects such as engineering, nursing, computer science, management, and so on. If you are running short of ideas, feel free to have a look at the list below and choose a project topic that is appealing to you.

Capstone Project Ideas for School Students

Are you a school student? Well, then the below-suggested list of capstone project ideas will be helpful to you.

MBA Capstone Project Ideas

The following are some captivating capstone project topic ideas that will be helpful to MBA students.

Marketing Capstone Project Topics

Marketing is a vast field with plenty of capstone project topics. Here are some gripping ideas for you to use.

Business and Accounting Capstone Project Ideas

Listed below are some capstone project ideas that would be helpful for the students to choose the best business and accounting research topics .

Engineering Capstone Project Topics

If you are an engineering student, then for your assignment, you can select a topic from any of the following capstone project ideas lists.

Nursing Capstone Project Ideas

Here are some exclusive capstone project ideas that will be helpful for nursing students.

Read More – Best Nursing Research Topics and Ideas For Students To Think About

Capstone Project Ideas related to Information Technology

Are you an IT student looking for a capstone project topic? Cool! Especially, to help you out, below we have recommended some excellent capstone project ideas related to information technology.

Computer Science Capstone Project Topics

If you are a computer science student, then the capstone project ideas listed below will be helpful to you.

Senior capstone project topics

Ph.D. Capstone project topics

The Bottom Line

To develop a winning capstone project, having a good topic alone will not help you. For an effective and efficient presentation of your project, you should conduct deep research on your selected topic.

In case, you need more innovative capstone project ideas or academic support to finish your capstone project, quickly reach out to us. We have a team of well-experienced assignment helpers in several disciplines to help you in completing your capstone project on time at a fair price.

Instead of giving heavy work to your brain, simply fill in your requirements in the order form and book your order. As per your requirements, our experts will offer you instant assignment help online and assist you in scoring the highest possible grade for a premium capstone project.

Just submit the order form and earn more scholastic benefits through our great assignment help services.

big data capstone project ideas college

Related Post

R vs. Stata

R vs. Stata: Which One is the Best For Data Science?

Big Data Research Topics

150 Outstanding Big Data Research Topics for Every Student to Explore

Social Issues Topics

198 Captivating Social Issues Topics for Essay or Research Paper

About author.

' src=

Comments are closed.

Top 140 Bioethics Topics To Consider For Writing a Research Paper

160 excellent business essay topics and ideas to focus on, how to write a reflective essay, different types of essay formats- mla, apa, and chicago, apa vs. mla: learn the major differences between the citation styles, top 152 cybercrime research topics for students to consider, an understanding of the language features and structural features, 150+ fabulous criminology dissertation ideas for you to consider, 153 fantastic narrative essay topics for you to explore and consider, 100 motivational quotes for students to succeed in academic life, get help instantly.

Raise Your Grades with Great Assignment Help

Job guarantee

12 Data Science Projects To Try (From Beginner to Advanced)

Sakshi Gupta

In this article

What Is a Data Science Project?

Data science projects to try, datasets for data science project ideas, tips for creating interesting data science projects, data science projects faqs.

big data capstone project ideas college

From breast cancer detection to user experience design, businesses across the globe are leveraging data science to solve a wide range of problems. Every mobile/web-based product or digital experience today demands the application of data science for personalization, customer experience, and so on. This opens up a world of opportunities for data science professionals.

To land a data science job, however, early career professionals need more than just a strong theoretical foundation. Hiring managers today are looking for data scientists who have the hands-on experience of delivering projects that solve real-world problems. Even before you land your first job, you need to have ‘experience’ demonstrating your ability to deliver them. No sweat. We’ve brought help.

A data science project is a practical application of your skills. A typical project allows you to use skills in data collection, cleaning , analysis, visualization, programming, machine learning, and so on. It helps you take your skills to solve real-world problems. On successful completion, you can also add this to your portfolio to show your skills to potential employers.

Whether you’re a complete beginner or one with advanced skills, you can gain hands-on experience by trying out projects on your own or working with peers. To help you get started, we’ve curated a list of the top 15 interesting data science projects to try. See what catches your fancy and get started!

Beginner Data Science Projects

“eat, rate, love”—an exploration of r, yelp, and the search for good indian food.

Beginner Data Science Projects, Yelp

When it comes time to eat, many people turn to Yelp to choose the best options for the type of food they’re looking for. They search, eat, rate, and leave reviews for the restaurants they’ve visited. This makes Yelp a great source of data to run data science projects. 

A Springboard Data Science Bootcamp graduate Robert Chen chose this data to explore if the best reviews led to the best Indian restaurants. Chen discovered while searching Yelp that there were many recommended Indian restaurants with similar scores. Certainly, not all the reviewers had the same knowledge of this cuisine, right? With this in mind, he took into consideration the following:

His modification to the data and the variables showed that those with Indian names tended to give good reviews to only one restaurant per city out of the 11 cities he analyzed, thus providing a clear choice per city for restaurant patrons.

Yelp’s data has become popular among newcomers to data science. You can access it here . Find out more about Robert’s project here .

Customer Segmentation with R, PCA, and K-Means Clustering

Beginner Data Science Projects, Customer Segmentation with R, PCA, and K-Means Clustering

Marketers perform complex segmentation across demographic, psychographic, behavioral, and preference data for each customer to deliver personalized products and services. To do this at scale, they leverage data science techniques like supervised learning.

Data scientist Rebecca Yiu’s project on market segmentation for a fictional organization, using R, principal component analysis (PCA), and K-means clustering, is an excellent example of this. She uses data science techniques to identify the prospective customer base and applies clustering algorithms to group them. She classifies customers into clusters based on age, gender, region, interests, etc. This data can then be used for targeted advertising, email campaigns, and social media posts. 

You can learn more about her data science project here .

Road Lane Line Detection

Beginner Data Science Projects, Road Lane Line Detection

To follow lane discipline, self-driving cars need to detect the lane line. Data science and machine learning can play a crucial role in making this happen. Using computer vision techniques, you can build an application to autonomously identify track lines from continuous video frames or image inputs. Data scientists typically use OpenCV library, NumPy, Hough Transform, Spacial Convolutional Neural Networks (CNN), etc., to achieve this.

You can access a sample video for this project from this git repository here .

Intermediate Data Science Projects

Nfl third and goal behavior.

Intermediate Data Science Projects, NFL Third and Goal Behavior

The intersection of sports and data is full of opportunities for aspiring data scientists . Divya Parmar, a lover of both, decided to focus on the NFL for his capstone project during Springboard’s Introduction to Data Science course. His goal was to determine the efficiency of various offensive plays in different tactical situations. 

Parmar collected play-by-play data from Armchair Analysis, and used R and RStudio for analysis. He developed a new data frame and used conventional NFL definitions. Through this project, he learned to:

You can access the dataset here . 

Who’s a Good Dog? Identifying Dog Breeds Using Neural Networks

Intermediate Data Science Projects, Identifying Dog Breeds Using Neural Networks

Image classification is one of the most popular and widely in-demand data science projects. Classifying dogs based on their breeds by looking into their image is a highly loved data science project. Garrick Chu , a graduate of Springboard’s Data Science Career Track, chose this for his final year submission. 

One of Garrick’s goals was to determine whether he could build a model that would be better than humans at identifying a dog’s breed from an image. Because this was a learning task with no benchmark for human accuracy, once Garrick optimized the network to his satisfaction, he went on to conduct original survey research to make a meaningful comparison.

He worked with large data sets to effectively process images (rather than traditional data structures) with network design and tuning, avoiding over-fitting, transfer learning (combining neural nets trained on different data sets), and performing exploratory data analysis. 

To do this, he leveraged neural networks with Keras through Jupyter notebooks. You can explore more of Garrick’s work here and access the data set he used here .

Uber’s Pickup Analysis

Intermediate Data Science Projects, Uber’s Pickup Analysis

Is Uber Making NYC Rush-Hour Traffic Worse? —This was one of the four questions answered by FiveThirtyEight, a data-driven news website now owned by ABC. If you are looking to improve your data analysis and data visualization skills, this is a great data science project. 

For this, FiveThirtyEight obtained Uber’s rideshare data and analyzed it to understand ridership patterns, how it interacts with public transport, and how it affects taxis. They then wrote detailed news stories supported by this data analysis. You can read their work of data journalism here . You can access the original data on Github .

Predicting Restaurant Success

Intermediate Data Science Projects, Predicting Restaurant Success

Here is another Yelp-based project, but more complex than the one we discussed earlier. Data scientist Michail Alifierakis used Yelp data to build his “Restaurant Success Model” to evaluate the success/failure rates of restaurants. He uses a linear logistic regression model for its simplicity and interpretability, optimized for the precision of open restaurants using grid search with cross-validation.

This is a great data science use case for lenders and investors, helping them make profitable financial decisions. You can learn more about the project from here and take a look at the code on GitHub .

Predictive Policing

Intermediate Data Science Projects, Predictive Policing

Many law enforcement agencies worldwide are moving towards data-driven approaches to forecasting and preventing crimes. They leverage data science technologies to automate the pattern detection process that will help to reduce the burden on crime analysts. Data scientist Orlando Torres launched a data science project on predictive policing, albeit to unexpected results. He used data from the open data initiative and trained the model on 2016 data to predict the crime incidents in a given zip code, day, and time in 2017. He used linear regression, random forest regressor, K-nearest neighbors, XGBoost, and deep learning model — multilayer perceptron.

With this data science project, he learned that it is very easy to lose explainability while building models. He writes, “if we start sending more police to the areas where we predict more crime, the police will find crime. However, if we start sending more police anywhere, they will also find more crime. This is simply a result of having more police in any given area trying to find crime.” Given the number of law enforcement agencies using data science for policing, it almost feels like a self-fulfilling prophecy.

You can read more about his project here .

Building Chatbots

Intermediate Data Science Projects, Building Chatbots

Today, businesses are automating their customer services with chatbots. Creating your own chatbot can be a great data science project too. The two types of chatbots available today are domain-specific chatbots and open-domain chatbots. They both use Natural Language Processing (NLP) and Recurrent Neural Networks (RNN). For an intermediary data scientist, you can perhaps take this up a notch—try creating a sensitive chatbot with capabilities to detect user sentiment.

Patrick Meyer runs a data science project of this kind. He discusses using the polarity system to identify happy, neutral, and unhappy; Paul Ekman’s initial model with six emotions—anger, disgust, fear, joy, sadness, and surprise or his extended list of sixteen; Robert Plutchik’s wheel of emotions and Ortony, Clore, and Collins (OCC) model. 

You can learn more about his detection techniques here . And access the dataset here .

Advanced Data Science Projects

Amazon vs. ebay analysis.

Advanced Data Science Projects, Amazon vs. eBay Analysis

Finding the lowest price for a product on the Internet makes up a significant part of online shopping. Chase Roberts decided to make that easier. In support of a Chrome extension he was building, Roberts compared the prices of 3,500 products on eBay and Amazon. The results showed the potential for substantial savings. For his project, Roberts built a shopping cart with 3,520 products to compare prices on eBay vs. Amazon. Here’s what he found:

You can read more about his project, starting with how he gathered the data and documenting the challenges he faced during this process.

Fake News Detection

Advanced Data Science Projects, Fake News Detection

A recent study revealed that false news spread faster and reached more people than the truth and around 52% of Americans shared that they regularly encountered fake news online. A four-person team from the University of California at Berkeley built a fake news classifier . For this, the team focussed on clickbait and propaganda, the two common forms of fake news. They then developed a classifier that would detect these two forms. Their process involved: 

You can learn and try out more about this here .

Audio Snowflake

Advanced Data Science Projects, Audio Snowflake

When you think about interesting data science projects, chances are you think about how to solve a particular problem, as seen in the examples above. But what about creating a project for the sheer beauty of the data? For her Hackbright Academy project, Wendy Dherin did just that. 

She developed Audio Snowflake to create a splendid visual representation of music as it played, capturing specific components like tempo, key, mood, and duration. Audio Snowflake mapped both quantitative and qualitative characteristics of songs to visual traits like saturation, color, rotation speed, and figures it produces. 

Read more on this project here .

Visualizing Climate Change

Advanced Data Science Projects, Visualizing Climate Change

2020 was recorded as the warmest year to date by NASA, and the last seven years have been the warmest seven years on record. Climate change is one of the most pressing issues humans face today. It is more important than ever to spread awareness and inform people of the magnitude of this problem. Data visualization can play a crucial role in that. 

The data scientist Giannis Tolios did a project where he visualized the changes in global mean temperatures and the rise of CO2 levels in the atmosphere using Python . He uses various libraries such as Pandas, Matplotlib, and Seaborn for the data, visualizing it in line graphs and scatterplots. If climate change is a topic you want to work on, you can learn more about the project here .

Democratizing Data Science at Uber

Advanced Data Science Projects, Democratizing Data Science at Uber

One of the key challenges in data science is that it requires one to be a mathematician or a statistician even to make basic predictions and forecasts. Uber’s data science platform overcomes this challenge by automating forecasting using pre-built algorithms and tools, enabling everyone on the team to get predictions as long as they have data. 

Director of Data Science at Uber, Franziska Bell , talks about how they plan to give the capabilities of a data scientist to every Uber employee. This way, Uber uses artificial intelligence, machine learning, and data science to solve real-world problems. Read more about it here .

Credit Card Fraud Detection

Advanced Data Science Projects, Credit Card Fraud Detection

With online and digital transactions gaining more popularity today, their chances of being fraudulent are also on the rise. Therefore banks and financial institutions are looking to leverage data science techniques to identify fraudulent transactions and prevent them from being executed. By processing data across customer location, behavior, transaction value, network, payment method, etc., you can train the algorithm to detect anomalies. You can build your classification engine for fraud detection using decision trees , K-nearest neighbor, logistic regression , support vector machine, random forest, and XGBoost.

To get started, you can find datasets here .

Datasets for Data Science Project Ideas

Here are some online data sources which you can access and download for free for your data science projects:  

 VoxCeleb . A gender-balanced, audio-visual data set containing short clips of human speech from speakers of different ages, professions, accents, etc. They are extracted from interviews uploaded to YouTube. It can be used for various applications like speech separation, speaker identification, emotion recognition, etc.

  Boston Housing Data . A fairly small data set based on the information collected by the U.S. Census Bureau data regarding housing in Boston. This data set can be used for assessment, focusing on the regression problem.

Kaggle . With over 50,000 public datasets on a wide range of topics, you can find all the data and code that you require to do your data science project ideas. They also offer competitive data sets that are clean, detailed, and curated. 

National Centres for Environmental Information . The largest storehouse of environmental data in the world, this provides information on the oceanic, atmospheric, meteorological, geophysical, climatic conditions, and more. 

Global Health Observatory . If you are interested in doing projects in the health industry, then this is the best place to get the data you need. It also has some of the latest COVID-19 data. 

Google Cloud Public Datasets . A place where you can access data sets that are hosted by  BigQuery , Cloud Storage , Earth Engine , and other Google Cloud services. 

Amazon Web Services Open Data Registry . This has an extensive repository of data sets that you can either download and use or analyze on the Amazon Elastic Compute Cloud (Amazon EC2). You need to first create a free AWS account to get access to the data sets. 

Tips for Creating Interesting Data Science Projects

To help you navigate the world of data science projects, we asked Springboard mentors and instructors for their advice. Here’s what they had to say. 

Choose the Right Problem

If you’re a data science beginner, it’s best to consider problems that have limited data and variables. Otherwise, your project may get too complex too quickly, potentially deterring you from moving forward. Choose one of the data sets in this post, or look for something in real life that has a limited data set. Data wrangling can be tedious work, so it’s critical, especially when starting out, to make sure the data you’re manipulating and the larger topic is interesting to you. These are challenging projects, but they should be fun!

Breaking Up the Project Into Manageable Pieces

Your next task is to outline the steps you’ll need to take in order to create your data science project. Once you have your outline, you can tackle the problem and develop a model to prove your hypothesis. You can do this in six steps:

Generate Your Hypotheses

After you have your problem, you need to create at least one hypothesis to help solve the problem. The hypothesis is your belief about how the data reacts to certain variables. 

This is, of course, dependent on you obtaining the general demographics of specific neighborhoods. You will need to create as many hypotheses as you need to solve the problem.

Study the Data

Your hypotheses need to have data that will allow you to prove or disprove them. Look in the data set for variables that affect the problem. If you do not have the data, either dig deeper or change your hypothesis.

Clean the Data

As much as data scientists prefer to have clean, ready-to-go data, the reality is seldom neat or orderly. You may have outlier data that you can’t readily explain, like a sudden large, one-time purchase of an expensive item in a store that is in a lower-income neighborhood. Or maybe one store didn’t report data for a week.

These are all problems with the data that aren’t the norm. In these cases, it’s up to you as a data scientist to remove those outliers and add missing data so that the data is more or less consistent. Without these changes, your results will become skewed, and the outlier data will affect the results, sometimes drastically.

Engineer the Features

At this stage, you need to start assigning variables to your data. You need to factor in what will affect your data. Does a heatwave during the summer cause sales to drop? Does the holiday season affect sales in all stores and not just middle-to-high-income neighborhoods? Things like seasonal purchases become variables you need to account for.

Create Your Predictive Models

At some point, you’ll have to come up with predictive models to support your hypotheses. For example, you’ll have to write code to predict sales. You may explore whether an after-Christmas sale increases profits and, if so, by how much. You may find that a certain percentage of sales earns more money than other sales, given the volume and overall profit.

Communicate Your Results

In the real world, all the analysis and technical results you come up with are of little value unless you can explain to your stakeholders what they mean in a comprehensible and compelling way. Data storytelling is a critical and underrated skill that you must develop. To finish your project, you’ll want to create a data visualization or a presentation that explains your results to non-technical folks.

Get To Know Other Data Science Students

Karen Masterson

Karen Masterson

Data Analyst at Verizon Digital Media Services

Jonathan King

Jonathan King

Sr. Healthcare Analyst at IBM

Aaron Pujanandez

Aaron Pujanandez

Dir. Of Data Science And Analytics at Deep Labs

How Do You Measure the Success of Data Science Projects?

As a learner, the most critical measure of success is that you have put your skills and knowledge to practice. Good data science projects not only show that you can solve problems but also shows the potential employer how you approach problem-solving. As long as you can add your project to your portfolio, consider it successful.

How Can You Find Interesting Data Science Projects To Try?

This blog post should get you started on various projects you could take up. Online courses like the Springboard Data Science Bootcamp include real-world projects that amplify your portfolio. You can contribute to open-source projects. You can also participate in competitions on platforms like Kaggle and Driven Data to improve your model-building skills.

How Can You Showcase Your Data Science Projects?

You can: – Include it in your resume – Link them to your Linkedin profile – Maintain an active Github account  – Create your portfolio website – Write case studies of your projects and publish them on a blog/Medium

Since you’re here… Are you a future data scientist? Investigate with our free guide to what a data scientist actually does . When you’re ready to build a CV that will make hiring managers melt, join our Data Science Bootcamp that guarantees a job or your tuition back!

Download our guide to becoming a data scientist in six months

Learn how to land your dream data science job in just six months with in this comprehensive guide.

Related Articles

Day-in-the-life of a data scientist at google.

Day-in-the-Life of a Data Scientist at Google

Man on the Move: A Springboard Alum’s Data Science Journey

Springboard alum Julio Cardenas-Rodriguez

Recommendation Engines Are Getting Smarter. But Are We Ready for the Era of Personalized Entertainment?

netflix personalization data science

big data capstone project ideas college

This course is part of the Big Data Specialization

Big Data - Capstone Project

Image of instructor, Ilkay Altintas

About this Course

Welcome to the Capstone Project for Big Data! In this culminating project, you will build a big data ecosystem using tools and methods form the earlier courses in this specialization. You will analyze a data set simulating big data generated from a large number of users who are playing our imaginary game "Catch the Pink Flamingo". During the five week Capstone Project, you will walk through the typical big data science steps for acquiring, exploring, preparing, analyzing, and reporting. In the first two weeks, we will introduce you to the data set and guide you through some exploratory analysis using tools such as Splunk and Open Office. Then we will move into more challenging big data problems requiring the more advanced tools you have learned including KNIME, Spark's MLLib and Gephi. Finally, during the fifth and final week, we will show you how to bring it all together to create engaging and compelling reports and slide presentations. As a result of our collaboration with Splunk, a software company focus on analyzing machine-generated big data, learners with the top projects will be eligible to present to Splunk and meet Splunk recruiters and engineering leadership.

Could your company benefit from training employees on in-demand skills?

Skills you will gain



Ilkay Altintas


Amarnath Gupta


University of California San Diego

UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory.

See how employees at top companies are mastering in-demand skills

Syllabus - What you will learn from this course

Simulating big data for an online game.

This week we provide an overview of the Eglence, Inc. Pink Flamingo game, including various aspects of the data which the company has access to about the game and users and what we might be interested in finding out.

Acquiring, Exploring, and Preparing the Data

Next, we begin working with the simulated game data by exploring and preparing the data for ingestion into big data analytics applications.

Data Classification with KNIME

This week we do some data classification using KNIME.

Clustering with Spark

This week we do some clustering with Spark.

Graph Analytics of Simulated Chat Data With Neo4j

This week we apply what we learned from the 'Graph Analytics With Big Data' course to simulated chat data from Catch the Pink Flamingos using Neo4j. We analyze player chat behavior to find ways of improving the game.

Reporting and Presenting Your Work

Final submission.


waoh.. it's incredible.. .. I strongly recommend this Capstone Project. Be sure to put on frank effort.

Good exercise to cover the whole essence of many weeks of other courses of the Big Data Specialization.

All the sessions were very informative and provided the required knowledge from basics.

About the Big Data Specialization

Drive better business decisions with an overview of how big data is organized, analyzed, and interpreted. Apply your insights to real-world problems and questions.

********* Do you need to understand big data and how it will impact your business? This Specialization is for you. You will gain an understanding of what insights big data can provide through hands-on experience with the tools and systems used by big data scientists and engineers. Previous programming experience is not required! You will be guided through the basics of using Hadoop with MapReduce, Spark, Pig and Hive. By following along with provided code, you will experience how one can perform predictive modeling and leverage graph analytics to model problems. This specialization will prepare you to ask the right questions about data, communicate effectively with data scientists, and do basic exploration of large, complex datasets. In the final Capstone Project, developed in partnership with data software company Splunk, you’ll apply the skills you learned to do basic analyses of big data.

Big Data

Frequently Asked Questions

When will I have access to the lectures and assignments?

Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:

The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.

The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

What will I get if I subscribe to this Specialization?

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

What is the refund policy?

If you subscribed, you get a 7-day free trial during which you can cancel at no penalty. After that, we don’t give refunds, but you can cancel your subscription at any time. See our full refund policy .

Is financial aid available?

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

More questions? Visit the Learner Help Center .

Build employee skills, drive business results

Coursera Footer

Learn something new.

Popular Data Science Courses

Popular Computer Science & IT Courses

Popular Business Courses



Top 225 Innovative Capstone Project Ideas for Students

Table of Contents

Are you searching for creative capstone project ideas? Don’t worry! Like you, many students are struggling to come up with a unique capstone project topic. So, to help you all, here in this blog post we have identified and listed the best 200+ capstone project ideas on all the major subjects. Continue reading this blog post and earn the necessary academic benefits.

What is a Capstone Project?

Schools and colleges use a parameter known as a capstone project to evaluate students’ overall comprehension at the course’s conclusion. Typically, it enables the students to demonstrate their abilities in communication, presentation, and problem-solving, and the project is extremely beneficial to them.

The primary objective of the capstone project assignment is to inspire students to plan independently, conduct in-depth analysis, collaborate with others, and meet deadlines. In most cases, instructors will assign each student or a group of students to finish their capstone project ideas assignment.

If you are required to complete a capstone project on any subject, you must look for the best project ideas related to that subject. The task of choosing a topic for the project is hard. It takes a lot of planning to find a good and creative idea for a capstone project.

Capstone Project Ideas

How to Select a Good Topic for Capstone Project?

The initial step of the capstone project is identifying a good topic. There is a high likelihood that you will receive low grades if you choose a subpar topic for your project. Therefore, when choosing a topic, ensure that you keep the following guidelines in mind because it would help you to improve your grades.

Before you start working on your capstone project, make sure you contact your professor or teacher to get their final approval. This will ensure that you don’t miss any opportunities to get feedback on the topic.

Innovative Capstone Project Ideas

Innovative Capstone Project Ideas

Here, we have listed the capstone project ideas on all the major subjects such as accounting, business, engineering, information technology, computer science nursing, psychology, marketing, management, and many more.

Check the list and spot the capstone project idea that is appealing to you.

Capstone Project Ideas on High School Education

Few High School Capstone Project Ideas

Accounting Capstone Project Ideas

Read more- Best Accounting Research Topics and Ideas for Students

Capstone Project Ideas

Business Capstone Project Ideas

Computer Science Capstone Project Ideas

Engineering Capstone Project Ideas

Read more:   Best Engineering Research Topics for Academic Writing

Capstone Project Ideas in Information Technology

MBA Capstone Project Ideas

Marketing and Management Capstone Project Ideas

Nursing Capstone Project Ideas

Psychology Capstone Project Ideas

Capstone Project Ideas in Political Science

Political Science Capstone Project Ideas

Trending Capstone Project Ideas for Politics

Final Words

To submit the best project and get an A+ grade, an original capstone project topic alone will not help you. You need to perform in-depth research on the topic and present your project work effectively and efficiently.

If you want more creative capstone project ideas or any academic help to complete your capstone project, then reach out to us. We have a team of highly experienced academic writers to assist you in completing the capstone project on any subject topic as per your requirements on time at an affordable price.

Why are you waiting? Quickly place your order and get instant assignment help from our experts to earn the highest possible grade for a top-quality capstone project.

big data capstone project ideas college

Related Post

linking word

List of Important Linking Words That You Should Know


What is Descriptive Writing and How to Write a Descriptive Essay?


Learn the Essential Literary Techniques to Improve Your Writing

About author.

' src=

Jacob Smith

I am an Academic Writer and have affection to share my knowledge through posts’. I do not feel tiredness while research and analyzing the things. Sometime, I write down hundred of research topics as per the students requirements. I want to share solution oriented content to the students.

Leave a Reply Cancel reply

You must be logged in to post a comment.

150 Impressive Funny Speech Topics and Ideas To Consider

225 captivating world history topics to consider for writing academic papers, 160 excellent ap research topics that will boost your scores, top 120 geology research topics and ideas to consider, 170 top trending group discussion topics and ideas, 190 interesting family essay topics and ideas for discussion, 180 fascinating entrepreneur research topics to focus on, list of amazing essay hook examples, learn how to avoid hasty generalization in your writing, how to focus on reading 15 effective tips for better concentration, get help instantly.

Raise Your Grades with Assignment Help Pro

Start Your First Project

Learn By Doing

write for projectpro

Top 15 Cloud Computing Projects Ideas for Beginners in 2023

Want to master practical skills on Cloud Computing? Checkout these interesting cloud computing projects and topics for beginners to get started in 2023. Last Updated: 02 Feb 2023

People searching for cloud computing jobs per million grew by approximately 50%.

According to an Indeed Jobs report, the share of cloud computing jobs has increased by 42% per million from 2018 to 2021.

The global cloud computing market is poised to grow $287.03 billion during 2021-2025. Also, global spending on public cloud services will double by 2023.

As per a survey, over 90% of the respondents use cloud services and platforms to carry out their business operations.


GCP Data Ingestion with SQL using Google Cloud Dataflow

Downloadable solution code | Explanatory videos | Tech Support

These figures suggest the massive potential for the growth of cloud computing jobs. From cloud computing consultants to big data architects, companies across the world are looking to hire big data and cloud experts at an unparalleled rate. Practicing diverse real-world hands-on cloud computing projects is the only way to master related cloud skills if you want to land a top gig as a cloud expert.

Table of Contents

What is cloud computing, importance of cloud computing projects, rural banking by cloud computing, secure text transfer application, cloud-based bus pass system, university campus online automation, android offloading computing over cloud, taxi/cab service data analysis, online book store system, secure file storage using hybrid cryptography, e-learning app, cloud-based smart traffic management, online blood bank system, serverless website on aws, e-bug tracker, personal cloud with raspberry pi, to sum it up.

Before we look into some cloud computing-related projects, we have covered a simplified explanation of cloud computing, service types, models, and applications to help you get started with understanding the basics of cloud computing.

ProjectPro Free Projects on Big Data and Data Science

Cloud computing is the technology that provides on-demand computing resources or hosted services to the end-users over the networking channel, which is usually the Internet. These resources and services can include databases, software applications, networks, servers, and others.

New Projects

big data capstone project ideas college

2022-12-06 10:06:25

2023-02-09 12:01:07

2023-03-16 10:53:05

2023-03-10 21:46:14

2023-03-15 05:15:46

2023-02-09 12:00:19

2023-01-24 04:46:16

2023-03-02 10:51:19

2023-03-16 19:30:31

View all New Projects

Cloud Computing Service Types

projects on cloud computing

Cloud Computing service types can be broadly classified into three categories, as illustrated in the figure above.

Get FREE Access to   Data Analytics Example Codes for Data Cleaning, Data Munging, and Data Visualization

Cloud Computing Delivery Models

cloud computing projects for students

To work on projects on cloud computing, it is necessary to understand the cloud delivery models. These can also be classified into three major types, as shown in the figure above.

Cloud computing applications expand across different domains, technologies, scales, and purposes. Cloud computing-based mini projects or cloud computing real-time projects will give you adequate exposure and experience on the cloud technologies along with other skills, such as data analytics, business intelligence, network management, and analytical abilities.  For example, it is possible to work on research projects on cloud computing or implement cloud computing for big data projects. Virtualization and cloud computing projects are high on-demand with the massive expansion of both technologies. In terms of programming languages and frameworks, cloud computing has several applications. One can develop java cloud computing projects, Android cloud computing projects, cloud computing projects in PHP, or any other popular programming language.

Cloud computing projects for students also have numerous applications in the academic journey. Cloud computing projects for final year engineering or cloud computing projects for MTech can be developed using cloud delivery and deployment models. These cloud project ideas can be your go-to guide for a final year project during the academic. Projects based on cloud computing have applications in entertainment, education, healthcare, retail, banking, marketing, and other industrial and business domains.

Cloud computing sample projects and cloud computing project titles can be immensely important for students and working professionals.  We have curated a list of fifteen unique cloud computing project ideas that include cloud computing simple projects, beginning projects in cloud computing, and some of the advanced project ideas. You can work on these project ideas to develop and improve your skills in the field of the cloud along with other technologies.

For example, data security in cloud computing is a crucial area, and working on data security cloud projects will enable you to develop skills in cloud computing, risk management, data security, and privacy.

Explore Categories

Top Cloud Computing Projects to Practice for 2023

cloud computing related projects

This cloud project aims to develop a cloud-based banking system for rural areas wherein banking facilities and amenities are not up to the mark to offer ease of banking to the people residing in the rural areas. Regional rural banks, rural bank app, and Agri rural banks are the real-world cloud apps already in use.

You can work on this cloud computing project with the public cloud as the delivery model. PHP can be the preferred programming language to develop the application owing to the robustness and flexibility offered by the language. Functional and non-functional requirements will be crucial for this project. You can include the functionalities like login, registration, open account, view balance, view account statement, transfer funds, query, and logout.

On the non-functional side, you must prioritize security, usability, and availability as the primary system qualities. For protection, you can include one-time passwords for login to improve access control and authentication. You shall also use digital signatures and data encryption algorithms, such as Advanced Encryption Standard (AES), in the system.

With this project, you can develop skills in cloud computing and Artificial Intelligence . The goal is to provide real-time and instant replies to the queries put forward by the customers. E-commerce websites, such as Amazon, have the feature enabled. Also, food delivery apps, such as Zomato, have implemented chatbots to provide instant customer questions.

You can use retrieval-based or generative-based models to work on the chatbot application. If you wish to deploy the chatbot function on a commercial website, you will want to pre-defined the input patterns. You shall include the list of responses and map them with the keywords and questions. You can also choose to work on the chatbot application using sequential neural networks. The answers will not be pre-defined in this case.

Ace Your Next Job Interview with Mock Interviews from Experts to Improve Your Skills and Boost Confidence!

Data Science Interview Preparation

The project's goal is to securely send the textual information to preserve the information's privacy, confidentiality, and integrity. Many banking applications use secure data exchange apps and functions to share information using certain channels.

Data security and cloud computing are the areas focussed on this project. You will use encryption as the security technique to preserve the information properties. Diffie-Hellman key exchange is a suitable algorithm to carry out encryption and decryption. This is because it will serve for private and public keys involved in the encryption and decryption processes. The two-way encryption technique used in the project will strengthen the security. You can also exchange images securely utilizing the application. It is recommended to use SQL database for data storage as it comes with built-in security tools and features. You can use the Azure cloud server to activate the entire process.

Get More Practice,  More   Big Data and Analytics Projects , and More guidance.Fast-Track Your Career Transition with ProjectPro

The project's goal is to maintain 24x7 availability for the commuters to obtain a bus pass for a hassle-free commute. Numerous public transport services are now using a cloud-based ticketing system to streamline the service and offer a better experience.

In this project, you can simultaneously work on Cloud Computing and Internet of Things (IoT) technology. RFID tags and sensors are the primary elements in the project, and you can develop a cloud-based application to scan the RFID tags on the bus pass. The application shall include the functionalities as recharge the bus pass, renew the pass, update the pass, check balance, etc. You shall include the option to pay using credit/debit cards, e-wallets, or net banking for the payment gateway.

This one is an interesting cloud computing project for engineering students. The goal is to automate university campus operations to streamline student enrolments and registrations, attendance management, class scheduling, and grading functionalities. All the major universities across the globe, such as New York University, University of Sydney, etc., have cloud-based systems implemented for managing the campus activities.

Java and SQL Server can be used as the programming language and database for the front-end and back-end of the system, respectively. The users of this system will be the students, admin, and faculty. You can replicate one or multiple campus activities of your college or university. For example, you can focus on the talent management and placement cell, including student registration, posting vacancies, application for an open vacancy, and status updates. You can also combine multiple university campus activities, such as training and placement, student enrolments, attendance management, and class schedule.

Recommended Reading

The goal of this project is to prevent automated offloading used by the application developers. Many application developers prefer to have access to such an application to design better mobile and web apps using the Android framework.

With this framework, you can offer the end-users the ability to improve the application capabilities based on static analysis. Users can select a specific process or a file for the process as a cloud with encryption. The timestamp will be calculated based on the selections. The application will then make an automated analysis and offload the parts as per the requirement. Timestamp statistics will enable the organization to make data-driven decisions. One of the critical areas you must consider is that the application will work and respond based on the data provided. You must maintain and improve the data quality at all times.

Get confident to build end-to-end projects.

Access to a curated library of 250+ end-to-end industry projects with solution code, videos and tech support.

The project aims to analyze the data of cab service to assist the organization's ineffective strategy development and decision-making. Popular ride-hailing services, such as Uber and Ola, have used such cloud-based analytics applications for data-driven decision-making.

You can acquire and improve your skills in Cloud Computing and data analytics with this project. It functions as per the data visualization concept. Many of the cab and taxi services function based on the mobile app. You can easily acquire the data from such an application to plot a passenger's trip in a day or over a month. You can then develop analytics codes and algorithms to provide the statistics based on individual passenger/driver data or location-based analysis. You can generate a heatmap collecting all the information and create a map of a particular city's rides.

This one comes under the public cloud computing projects category, and its goal is to create an online bookstore system. Amazon started as an online bookstore and then expanded to a multi-national retail firm offering thousands of product categories. Independent book store and Oxford book store are some of the online book store systems deployed as a public cloud service.

You can work on this project using ASP.Net C# as the programming language and store the database sets in the SQL database. The bookstore system will include the book title, author, description, cost, and availability status. You can deploy the functionalities like login, register, browse books, search books, buy books, cancel orders, track orders, and log out on this system. You can sync the book inventory management in the back-end to provide the real-time availability status of the books. To further enhance the system functions, you can integrate discussion forums and social media integration for the bibliophiles to interact with one another.

Build an Awesome Job Winning Project Portfolio with Solved End-to-End Big Data Projects

The goal of this project is to safeguard the files using hybrid Cryptography. Banking applications and systems use such applications to protect information and data sets.

You can use Blowfish to encrypt the files as it can perform encryption with utmost accuracy and speed. For decryption, we suggest using symmetric algorithms. The hybrid technique can offer exceptional cloud security even in the remote server. With this project, you can add data security to your skillset, which is high on-demand due to the increased frequency of security risks and attacks. The application of cryptography will convert the data sets into unreadable form. The system will embed the security key in an image by LSB so that the security of the key is never compromised.

E-learning has been a popular learning method, and its usability has increased after the outbreak of the Covid-19 pandemic. The goal of the project is to develop and deploy a cloud-based e-learning application with 24x7 availability.

You can choose to develop a simple Java-based cloud computing app offering e-learning solutions. In this app, learning, sharing, and reusing will be the major components. The app will include live sessions and offline learning with learning material available in the SQL database synced with the front-end. You can further extend the application functionalities by including gamification of AI-based recommendations. For example, you can sync online libraries and databases with the app and provide the students with recommendations based on their browsing and learning history.

The goal is to obtain real-time traffic updates and manage the traffic to avoid road congestions. Cloud computing and Big Data are the primary technologies used in this application. You can work on this project to improve the traffic infrastructure, improve response time, and reduce traffic congestion. Wireless sensor networks will also be involved, along with location-based services.

You shall work on the vehicle routing algorithms and predictive analytics techniques to determine the bottlenecks and suggest real-time route optimization details. The use of wireless networks will provide access to location details and real-time traffic information. Use the Hadoop ecosystem to implement the three-layer framework comprising of open-source components. Decision-making and support will be performed using data mining and feature extraction. All of these will then be implemented over a web app for the end-user to access the system.

The project's goal is to provide real-time updates on the availability of the blood as per the blood group details. City blood banks have deployed their websites and mobile apps to search for blood based on the blood group. 

The system will be deployed as a website using the public cloud model. You can use PHP as the programming language to develop the front-end and MySQL for data storage. You can also include chatbots in this system to provide instant updates to the patients and their families on the availability of the blood.

The goal of the project is to develop a secure and usable serverless website using Amazon Web Services. AWS cloud services are used in numerous business and industrial applications.

You can use AWS Dynamo DB, Lambda, and S3 to work on this project. Serverless cloud computing design will enable you to develop and launch the website quickly. You can create an e-commerce website using these services, or if you are a student, develop a website for your college/university. You can also work on public utility projects using these cloud services offered by Amazon. Scalability, security, and availability will be offered as in-built qualities with the use of AWS .

This project aims to detect and track the type and origin of a bug on a website or an app. Backlog and Zoho bug tracker are real-world applications designed on similar lines.

You can include three modules in this project as admin, staff, and customer. Admin can immediately contact the staff members and the customers if a bug is detected and implement the corresponding solutions. Customers and staff members can send the details of the bug to the admin. Python is recommended as the language to work on this project. In this app, you can also include bug case flow status details and share real-time updates with the staff members and the customers.

The goal is to provide the developers with an in-depth understanding of the cloud server and its functioning. Cloud servers are in use as public, private, and hybrid cloud for personal and business applications.

In this project, you can build a personal cloud server. Raspberry Pi and a Micro SD card will be the components required to develop a private cloud. The hard drive will be the primary cloud storage in this project, and it will enable you to understand the functioning of a cloud server.

Most Watched Projects

2023-03-13 15:30:32

2023-03-14 20:08:12

2023-02-16 20:22:52

2023-03-09 09:17:12

2023-03-01 23:08:20

View all Most Watched Projects

We have developed a list of ideas on projects based on cloud computing with topics, goals, applications, and technical details. These include simple projects on cloud computing along with some thoughts on advanced and complex projects. Most of the project ideas listed in this article can make a great choice of projects on cloud computing for CSE students.

You can work on the projects suggested to develop or improve your skills and knowledge in cloud computing. You can also experiment with different programming languages, databases, and cloud services for improved understanding. These projects also provide you with an opportunity to explore other emerging and trending technologies, like Machine Learning, Data Science, Big Data, Data Security, and IoT.

Access Solved Big Data and Data Science Projects

University of Adelaide Logo

Big Data Capstone Project

Further develop your knowledge of big data by applying the skills you have learned to a real-world data science project.

Big Data Capstone Project

There is one session available:

About this course.

The Big Data Capstone Project will allow you to apply the techniques and theory you have gained from the four courses in this Big Data MicroMasters program to a medium-scale data science project.

Working with organisations and stakeholders of your choice on a real-world dataset, you will further develop your data science skills and knowledge.

This project will give you the opportunity to deepen your learning by giving you valuable experience in evaluating, selecting and applying relevant data science techniques, principles and theory to a data science problem.

This project will see you plan and execute a reasonably substantial project and demonstrate autonomy, initiative and accountability.

You’ll deepen your learning of social and ethical concerns in relation to data science, including an analysis of ethical concerns and ethical frameworks in relation to data selection and data management.

By communicating the knowledge, skills and ideas you have gained to other learners through online collaborative technologies, you will learn valuable communication skills, important for any career. You’ll also deliver a written presentation of your project design, plan, methodologies, and outcomes.

At a glance

Candidates interested in pursuing this program are advised to complete Programming for Data Science , Computational Thinking and Big Data , Big Data Fundamentals & Big Data Analytics before this course.

What you'll learn

The Big Data Capstone project will give you the chance to demonstrate practically what you have learned in the Big Data MicroMasters program including:

Dataset overview, data selection and ethics Understand ethical issues and concerns around big data projects;Describe how ethical issues apply to the sample dataset;Describe up to three ethical approaches;Apply ethical analysis to scenarios.

Exam (timed, proctored) The exam will cover content from the first four courses in the Big Data MicroMasters program, including the Ethics section of this capstone course, DataCapX. Itwill include questions on topics such as code structure and testing, variable types, graphs, big data algorithms, regression and ethics.

Project Task 1: Data cleaning and Regression Understand the basic data cleaning and preprocessing steps required in the analysis of a real data set;Create computer code to read data and perform data cleaning and preprocessing;Judge the appropriateness of a fitted regression model to the data;Determine whether simplification of a regression model is appropriate;Apply a fitted regression model to obtain predictions for new observations.

Project Task 2: Classification Build classifiers to predict the output of a desired factor;Analyse learned classifiers;Design a feature selection scheme;Design a scheme for evaluating the performance of classifiers.

About the instructors

Frequently asked questions.

Question: This course is self-paced, but is there a course end date? Answer: Yes. The first course release started on December 1, 2017 and ends on April 1, 2019. The new release of the course starts on March 1, 2019 and ends on December 1, 2020.

Who can take this course?

Interested in this course for your business or team.

Capstone Project Topic Ideas: 100+ Examples in Different Fields

Author photo

May 2nd, 2022

big data capstone project ideas college

College education can seem like quite a daunting task. This is especially true if you have to come up with extensive research papers. It takes extensive research and a whole lot of time to come up with many different research ideas and topics, and then you have to begin working on them. A capstone project is one of the most research-intensive projects in your student life. Coming up with capstone project ideas can be quite daunting. You have to spend a lot of time doing extensive research first, only after which you can start off.

Selecting the Best Project

Before you progress or select the right project to work on, you must do your research, using the skills that you have acquired over the years. The idea is to have a topic that you personally like, and also one that will teach you a lot. Your topic should be one that allows you to put your skills to use in the best way so that you can showcase your analytical skills for a capstone project in high school .

A capstone project is one that also allows you to put your practical education to use. So make sure that you choose something that actually teaches you a lot, allowing you to further polish your skills.


Only once you have a topic that you think is worthy of working on, you should begin. So the question is – if you are stuck in a rut , how do you select the right topic or the right capstone research topics and don’t want to avoid failure with the capstone project ?

Here are a few steps that can be very helpful:

1. Brainstorm 🧠

The first thing that you should do is brainstorm. Go over all that you have studied and then come up with a few ideas that you think are workable. It is only when you have some topics in front of you that you will see all the options that you have, and then you can decide which one you want to work on.

2. Consult your supervisor 🧑‍🏫

The role that your supervisor plays in this is massive. So once you have shortlisted a few topics that you think you can work on, you must go to your supervisor and discuss those, so they can also give you their opinion, and make sure that you are headed in the right direction.

3. Begin working ✍

Once you have spoken to your instructor and come up with several topics for capstone project ideas in 2023, then you can instantly start working. Throughout the process, you should remain in touch with your professor, who should guide you and help you get through all of that easily.

Capstone Project Tips

It is never easy to get done with your capstone project, it requires skill and determination . Here are a few tips that can be very useful for you:

Capstone Project Ideas

Our team at Writing Metier has collected a list of ideas for capstone projects that you can work on. We have divided it depending on the field that you choose to explore. Starting from easy capstone project ideas for high school and coming to senior capstone project topics that can be used for specific fields.

Remember to choose your topic wisely 😉

Capstone Project Ideas – High school

Capstone Project Ideas – Engineering

Capstone Project Ideas – Education

Capstone Project Ideas – Management

Capstone Project Ideas – IT

Capstone Project Ideas – Medical and Nursing

Capstone Project Ideas – BSN

Capstone Project Ideas – Business

Capstone Project Ideas – MBA

Capstone Project Ideas – Social Work

Capstone Project Ideas – Psychology and mental health

Capstone Project Ideas – UX and web development

Select topics for your capstone project

With so many good ideas for capstone paper topics, you can make your pick after careful consideration. But you need to be sure that you choose a topic that you think you can work on. Anyway, a guide on how to write a capstone project proposal will help to find out some tips. However, we understand that it is not easy to work on extensive research. So if you feel like you need help with your capstone project, we can help you with it while you can select the capstone project topic .

➡️  get help with your capstone project ⬅️


You can also be interested in other articles that shared a list of topics for different fields. Below you will find links to those posts on our blog:

We, at the Writing Metier, have a team of professionals who are qualified enough, with plenty of experience to help you out with any type of capstone project. All you need to do is contact us, and someone from our team will be there to assist you.

You can give in your instructions for your capstone project, and we will be there to help you complete your project. All you need to do is give us the work, and we will be sure to get back to you with your completed task. We ensure timely delivery, and revisions as well. So what are you waiting for then?


Get in touch with us and we will be there to help.

big data capstone project ideas college

Laura Orta is an avid author on Writing Metier's blog. Before embarking on her writing career, she practiced media law in one of the local media. Aside from writing, she works as a private tutor to help students with their academic needs. Laura and her husband share their home near the ocean in northern Portugal with two extraordinary boys and a lifetime collection of books.

Similar posts

Do college professors actually check sources how.

Now the real question here is that how do professors really check the work you have done, especially when it comes to checking the references. Peer-reviewed articles are the ones that are published in the journals. They are reviewed by academics who belong to the niche or the subject on which the paper has been written.

How Many References are Enough for a 1500 Words Essay?

You know one of those things that take a drastic turn when you are done with schooling and enter the domains of university academics? Referencing your essays is one of these changes. Till the school level, we are to write essays without worrying about referencing. At the university level, things get serious because you are required to cite the information you are claiming in the article.

How to Make Your Essay Longer? Tricky Techniques!

Most of the times, essays come with specific requirements. There are different types of essays that are taught at schools and colleges, serving different purposes in the academic lives of students. Each and every essay comes with certain guidelines that need to be followed. One of the most important guidelines includes the word limit requirement.

How to Prove You didn't Plagiarize? If you did or if you didn't

it is rare for a student to get accused of plagiarism without evidence. If you have been falsely accused of plagiarism, below are a couple of things you can do to prove you didn't plagiarize:

My Life Essay. How to Write an Essay About Your Life?

Writing about your life might not be as easy as it may seem. You know, one of those interview moments when you are asked, “So, tell us something about yourself,” and you are left blank. With a ‘my life essay for students’, this might be equally difficult. Some students just find it very difficult to put their life stories on paper. Be it a ‘my life essay’ 1000 words or 150 words, it might be not your cup of tea.

How to Write a Movie Review: Easy Steps to Get Things Done

Writing a movie review can be a really interesting assignment. Why? Well, for starters, one of the tasks you would have to do is to watch the movie and who does not like watching movies for fun?

Reader Comments

Academic writing.

Content writing

8 Awesome Data Science Capstone Projects from Praxis Business School


It is not the strongest or the most intelligent who will survive but those who can best manage change.

Evolution is the only way anything can survive in this universe. And when it comes to industry relevant education in a fast evolving domain like Machine Learning and Artificial Intelligence – it is necessary to evolve or you will simply perish (over time).

I have personally experienced this first hand while building Analytics Vidhya. It still amazes me to see where we started and where we are today. During this period, there have been several ups and downs, several product launches, product re-launches and what not! But one thing has been a constant in our story – constant evolution!

So, when I got an invite to be a judge on the panel judging Capstone projects done by students of PGP in Data Science with ML & AI program at Praxis Business School, the same school where I had reviewed the program almost 4 years back – I was curious. I was curious to see and learn how their evolution had panned out.

big data capstone project ideas college

My interaction with the students four years ago was quite different from my experience sitting in a panel of judges for Capstone projects. You get to see the final outcome coming from a rigorous program as opposed to just having a classroom interaction. This is like the proof of the pudding!

I was hoping to find out answers to 2 broad questions in the process:

With those questions in mind – I boarded an early morning flight to Bengaluru and was in the Praxis campus by 9:00 a.m. Since the evaluations were supposed to start at 10:30 a.m., I had some time on my hand.

I used this time to catch up with the course faculty Gourab Nath , and other judges of our esteemed panel – Suresh Bommu (Advanced Analytics Practice Head at Wipro Limited) and Rudrani Ghosh  (Director at American Express Merchant Recommender and Signal Processing team).

I also grabbed some authentic South Indian breakfast in the process. 🙂

Program Details and Capstone Projects

For people who are not aware – Praxis Business School offers a year-long program – PGP in Data Science with ML & AI at both its campuses – Kolkata and Bengaluru. The program is structured in a manner where the first 9 months are spent in the classroom with in-house and industry faculty and the last 3 months are spent as an intern with an industry partner.

The Capstone project happens before the internship actually starts. So, students spent a total of 9 months in the classroom and had been doing these projects for the last 3 months (month 6 – month 9 in the curriculum).

How has the Program Evolved over the Years?

The last time I had visited Praxis was in 2015 and I was dead sure that the program would have evolved. The question was how much? In which direction? What are the key takeaways for the students and how are the students from Praxis doing in the real world?

So, let me share my findings based on the interaction with Gourab and the rest of the panel.

How Much has the Program Evolved? In which Direction?

The first noticeable change was the name of the program itself. Back in 2015, the Program was called PGP in Business Analytics as most of the material in the course was related to Business Analytics and Statistical Modelling.

Over time, the program has evolved a lot – I was surprised to see the number of topics that are covered in the program. Here is a screenshot of topics covered in the curriculum, picked directly from their site:

big data capstone project ideas college

The program has clearly evolved a lot. It not only includes Machine Learning and Deep Learning, but also Big Data Tools and Business-Focused topics. As far as I can see – the program has evolved a lot and has become a comprehensive course for data scientists.

What are the key takeaways for the students undergoing the program?

I think the best way to judge this is to look at the projects. So – I held this off and the projects were sufficient proof by themselves.

Needless to say, I was pretty excited by these discussions and with the context of this evolution – I was ready for what the rest of the day was supposed to be.

Here are the views of Gourab Nath, part of the judging panel and Assistant Professor of Praxis’ Data Science Program:

Collection of images is a challenging task for projects that involves topics like face recognition. Previously we were using an approach which was a little time-consuming.   So, this time we decided to take a more systematic approach to collect the images that can massively same time of our participants. The teams working on such projects designed and developed an easy-to-handle application for facial image collection.   A participant was requested to sit in front of the computer where we had the software running and all he/she needed to do was to enter his/her names and press a capture button to start the image collection process.
The students at Praxis Business School are highly encouraged not to be hugely dependent on the tools and the packages and focus more on writing algorithms. This approach helps them to code better no matter what programming languages they use.

Capstone Projects by Current Passing out batch at Praxis Business School

big data capstone project ideas college

A glance at the list of projects confirmed my views until now. I could see projects on Machine Learning, Natural Language Processing (NLP) and Computer Vision (CV).

More importantly – it looked like these projects were not based on some open datasets. The problems mentioned were unique and I was not aware of many open datasets addressing these problems. Now, I was curious and excited to see what students have and how they have done.

Here’s the list of Capstone Projects done by students at Praxis Business School:

Just to put things in perspective – most of the students presenting to us did not have any knowledge of predictive modeling and machine learning till July 2018 – when they started with the program.

Details of the Capstone Projects

Let’s look at each capstone project in a bit more detail to understand what it was about plus the tools and techniques used in each project.

Project 1 – Detection of Spam Reviews

Customer reviews have a huge influence on potential buyers of any product. A number of false reviews may drive the influence either in a positive direction or a negative direction. Any of these cases may make the customers take wrong decisions and the trustworthiness of the online opinions could be an issue.

In this project, we investigate opinion spam in reviews.

Note that this problem is different from email spam classification. Email spam usually refers to unsolicited commercial advertisements to attract people towards some products or services and hence they usually contain some prominent features.

Our specific problem is more challenging because untruthful opinion spam is much harder to deal with. These kinds of spamming material can be carefully crafted and made indistinguishable.

Techniques: Shingle Method, n-grams, Feature Extraction

Project 2 – Opinion Mining on Mobile Phone Features

You open and find that lots of customers have given great reviews about a well-branded mobile phone you are interested in. You wonder – are these good reviews due to the camera of the phone? Or, how good is the battery of the phone? And what about the display?

While the number of reviews is really large and its almost impractical for the readers to go through all of them for evaluating the product, answers to these kinds of questions can be really helpful in making useful decisions.

In this project, our focus is to identify various features of a mobile phone that the customers are talking about in their reviews and mine the customers’ opinion on these features.

Further, we focus on identifying the polarity of these opinions and summarize the reviews. Finally, we develop a user-interface that summarizes the opinions about the features of the phone and rank the customer reviews based on its utility. We also propose an architecture that can perform the same on the reviews of any mobile phones.

Tools: Python [Packages: NLTK, SpaCy, sklearn], (for the website creation)

Techniques : Fuzzy Matching, POS tagging, Association Rules Mining, Compactness Pruning, Redundancy Pruning, identifying sentiments based on the word list and weights in AFINN and WordNet

Check out a demonstration of this project below:

Project 3 – Drowsiness Detection using Computer Vision

How many times has this happened to you – you started a movie on your computer at night and fell asleep in the middle of it? And when you woke up the next day, you simply have no clue about how far you watched it? Happens to the best of us.

In this project, we focus on developing an application that will be able to detect if you are asleep and automatically pause the video for you. The system waits to see if you wake up in the next 30 minutes. In case you don’t, it will save a snapshot of the screen, close all the windows and shut down your computer automatically.

Tool: Python, Open CV, Tensorflow, Keras

Techniques: Viola-Jones algorithm on Rapid Object Detection using a Boosted Cascade of Simple Features, Inception V3, LSTM

Project 4 – Gesture Recognition using Computer Vision

Picture this – you are watching a video on your computer but are feeling way too lazy to use the mouse or the keyboard to control the video player. Sounds familiar?

We have a solution for you!

In this project, we focus on making the computer recognize some special gestures which will enable one to control a video player by just using those gestures.

For example, showing your palm in front of the system will enable the pause and the un-pause function. You will also be able to control the volume, fast forward a video or rewind it. You will also be able to do a wide range of other things like changing the slides of your PPT, changing pages, scrolling, etc. without grabbing your mouse or keyboard.

Techniques: Green Screen (for background subtraction), Single-Shot Multi-box Detector (SSD)

Project 5 – Team Selection using Computer Vision

Students are asked to create teams for their projects or their assignments, which is of course a very common thing in every school and college. The class representative (CR) creates a Google spreadsheet and shares it with everyone.

Students, after deciding who they want to team up with, populate the spreadsheet with the names of their team members. But the CR must remember the rules given by their Professor – the team size should be three and every team must have one female member at least.

So, the CR checks the restrictions and if everything is fine, he/she shares it with the Professor. This is one way to do it.

Or, you can do it the smart way.

You stand with your teams in front of the computer, the computer checks the restrictions, recognizes you, and fills in the database with your names and photos.

But remember, the computer won’t allow you to register if the constraints are not satisfied or when at least one of the members in your team is already registered as members of any other team. So, you cannot fool it!

Techniques: VGG-NET 19, HOG Detector

Project 6 – Attendance Tracking System using Computer Vision

In this project, we developed a system to record class attendance using computer vision.

After a faculty enters the system using a password and sets the period, the camera opens up to capture the picture of the class. The number of snapshots of the class is first passed through a face detector followed by a face recognizer.

After the system recognizes the students, it updates the attendance spreadsheet and saves the captured image in its respective image directory – labeling it by the date and time of the day. The unidentified students are marked as absent.

Techniques: Haar Cascade Classifier, HOG, Siamese Model (One Shot Learning), kNN

Project 7 – Recommender System for Fashion Apparel

The use of a recommender system in e-commerce companies is a highly targeted approach that can generate a high conversion rate. These systems help customers discover the products which they might be interested in and will likely purchase.

In this project, we have created a recommender system for a small fashion apparel industry that: Allows the customers to search by the image of a product Gives a personalized recommendation to the heavy buyers, and Displays the most frequently purchased item for the selected item

Tools: Python

Techniques: kNN, Collaborative Filtering, Content-Based Filtering, Autoencoders

Here’s a demo video of this project:

Project 8 – Nearest Document Search

In this project, we have created a nearest document search engine for News reading. The application will not just recommend you related news but also give you the sentiment and highlight important words associated with the news. If the news is big and you do not want to read the full news, fair enough, this app will have a summarized version ready for you.

Techniques: kNN, KDTree, Word Cloud, Lex Rank Summarizer

How relevant were these projects for the Industry?

One of the most critical questions I had was – are these projects industry relevant? Bridging the gap between academia and industry has been a significant challenge in data science. It turns out the answer is quite comprehensive.

In the last 4 years, the number of companies hiring has increased 4 times (from 15 in 2015 to 60 in 2018-19) and the average salary has doubled (5LPA in 2015 to 9LPA in 2018-19).

So, here are the thoughts of my fellow panelists on this topic:

“I am very impressed on the scope, objectives, and contents of the capstone projects executed by Praxis students. The majority of the projects are around the application of deep learning concepts which they have learned as a part of the course work.   The entire project execution and development activities were well planned and organized. Starting from defining the problem statement, challenges, real-time application and finally presenting the results.” – Suresh Bommu, Advanced Analytics Practice Head at Wipro Limited
“What really stood out for me was the effort put in by students in attempting to create an end-to-end product with a UI as well as the variety of projects and its extended application.” – Rudrani Ghosh, Director at American Express Merchant Recommender and Signal Processing team

Key Takeaways from the day

I loved the day and would live it again without second thoughts. But there were a few things which stood out for me:

It was great to see the high level of projects presented by these students. As I mentioned, I was glad to see the students picking up challenging problems on not openly available datasets.

At the end of the day, I had to rush back to the airport. Day trips to Bengaluru are bad! And the fact that I had to rush through projects for a few students only made it worse. I would have loved to spend more than a day – the Energy of the class, the faculty and the judges was infectious 🙂 Looking at these projects – I can confidently say that Praxis Business School continues to offer one of the best full time program in Machine Learning and Deep Learning in India.

big data capstone project ideas college

About the Author

Kunal Jain

Kunal is a post graduate from IIT Bombay in Aerospace Engineering. He has spent more than 10 years in field of Data Science. His work experience ranges from mature markets like UK to a developing market like India. During this period he has lead teams of various sizes and has worked on various tools like SAS, SPSS, Qlikview, R, Python and Matlab.

Our Top Authors

Analytics Vidhya

Download Analytics Vidhya App for the Latest blog/Article

One thought on " 8 awesome data science capstone projects from praxis business school ".


Ramdas says: April 29, 2019 at 9:30 pm

Leave a reply your email address will not be published. required fields are marked *.

Notify me of follow-up comments by email.

Notify me of new posts by email.

Top Resources

big data capstone project ideas college

How to Read and Write With CSV Files in Python:..

big data capstone project ideas college

An Introduction to Large Language Models (LLMs)

big data capstone project ideas college

Understand Random Forest Algorithms With Examples (Updated 2023)

big data capstone project ideas college

Feature Selection Techniques in Machine Learning (Updated 2023)

Welcome to India's Largest Data Science Community

Back welcome back :), don't have an account yet register here, back start your journey here, already have an account login here.

A verification link has been sent to your email id

If you have not recieved the link please goto Sign Up page again

back Please enter the OTP that is sent to your registered email id

Back please enter the otp that is sent to your email id, back please enter your registered email id.

This email id is not registered with us. Please enter your registered email id.

back Please enter the OTP that is sent your registered email id

Please create the new password here, privacy overview. no longer supports Internet Explorer.

To browse and the wider internet faster and more securely, please take a few seconds to  upgrade your browser .

Enter the email address you signed up with and we'll email you a reset link.

paper cover thumbnail

Big Data Capstone Project

Profile image of LearnX Training

Related Papers

Cases on Transnational Learning and …

Orhan Curaoglu

big data capstone project ideas college

Gregory Wellman

The purpose of this study was to examine the impact that proctored versus un-proctored testing would have on learning for an on-line content module; and examine the relationship between LASSI variables and learning. A randomized, pre-test/post-test control group design was employed. College students in a pharmacy curriculum, were randomized to two groups utilizing asynchronous, on-line content with a medical terminology module. Group A utilized proctored, on-line testing, while Group B utilized un-proctored on-line testing. Both were given a pre-test and post-test on medical terminology at the beginning and end of a sixteen week semester. The Learning and Study Strategies Inventory was administered to all students. On-line module delivery paired with proctored testing was more effective in promoting learning when compared to online module delivery paired with un-proctored testing. The constructs: anxiety, selftesting, attitude/interest and motivation were significant in predicting learning for proctored students. No significant model emerged for un-proctored students.

The purpose of this study was to evaluate the impact of proctored versus un-proctored testing on practice time and learning for a self-study, online course in medical terminology. Participants included 120 college students in a pharmacy curriculum. Subjects were randomized to one of three groups utilizing textbook with proctored assessment, online instruction with proctored assessment, or online instruction with un-proctored assessment. A pre-test and post-test was administered to all three groups to evaluate learning. Content page “hits” and practice quiz access was tracked for participants. Learning, as defined by pre/post-test change score, was greatest in the presence of proctored assessment (online and text) (p = 0.027). In addition, use of practice quizzes had a stronger relative correlation with learning (r = 0.401; p<0.001) when compared to content page “hits” (r = 0.257; p = 0.024). Online course content paired with meaningful time-on-task (e.g. practice quizzes) was most effective when paired with proctored assessment.

http://students. sfu. ca/ …

Gerson Calderon

Juliana Marques

juan domingo farnós

Fiona Hollands , Devayani Tirthali

Devayani Tirthali

2013 IEEE Global Engineering Education Conference (EDUCON)

Jose Chicaiza

Jessica Gordon

This session will use three activities/discussions to help you learn to evaluate and increase instructor and student presence in online courses.

Loading Preview

Sorry, preview is currently unavailable. You can download the paper by clicking the button above.


Oskar Harmon

TU Ganiron Jr

Fiona Hollands

Ignacio Despujol Zabala

[Study report]

Fiona Hollands , Aasiya Kazi

- Will you write my paper for me? - Yes, we will.

Our paper writing benefits, let’s write a paper for you in no time, start with, “write my essay for me” and end with a perfect piece in your inbox, ready for download and submission for grading. it only takes four steps to go from one to the other..

Begin with “Write my essay” and add all the details you deem important, from the deadline and formatting style to your professor’s rubric and writing style preferences.

Watch your expert write an essay online through the dashboard or reach out to our support team for progress updates whenever you get antsy about the deadlines or instructions.

Check out the first draft preview you get in your inbox and approve the order to download an editable file or get your writer to revise the paper to make it even better.

What do the customers of Write Paper For Me say?

Still hesitant just look: your fellow students in search of someone to “do my essay” have already used our services and were pleased with the results.

Was looking to pay someone to write my paper. Found these guys and been using them for two years now.

I was afraid of plag, but it hasn’t been detected here. Get an essay once a month, and it keeps me from going insane, so I couldn’t recommend it more.

I’m never doing another paper when ther’s a pro to write an essay for me. I’d rather pay for it than waste my time.

I had to write my paper in two days but had no time. So I turned to my trusty writer. Sure, it was a bit pricey, but I got a pass, and the prof never suspected a thing.

I risked using this site knowing nothing of the real privacy here but it was the best decision of my life. I finally caught up on sleep, and my grades are better than ever.

When I need someone to write my paper for me cheap, I come here. Never failed a paper, and the prices are great. Wish the writers were more open, tho.

Wasn’t sure they had true pro writers ready to do my paper for me. I know now they’re the best! Big fan here, so keep up the good work, guys!

Finally, I found someone to do my essay for me, no questions asked. Upload the prompt and rubric—get the paper in a week or so. Simple, painless, cheap. Love it.

Never thought I’d pay someone to write my essay, but now I can’t believe I waited this long to get help. It was much cheaper than I expected, super friendly and open!

These guys sure know how to write paper for me. It’s just perfect for my class, and there’s no way my professors know I’m cutting corners.

The best bargain is just a few clicks away!

Get an original paper that doesn’t cost a fortune!

​​Still have questions?

Contact our support agents and let them help you!

Is it time to write a paper for you? Contact us and relish the highest academic performance! 

Our professionals will do their best!

Why Should I Pay Anyone to Write My Essay?

If you’re suddenly wondering, “Can someone do my paper for me?”, there’s likely a very good reason for that. After all, college is an eye-opening experience for most students. Not only is it your first attempt at independent life free from parents’ oversight, but it’s also a completely new level of academic requirements and independent study many aren’t ready for. 

And if you’re an overachiever or a perfectionist, keeping up with all the classes, assignments, extracurriculars, and side gigs will keep you up most nights. You will soon forget about your plans to discover the party scene, visit your parents every other weekend, or find your soulmate on campus. If you try to stay on top of all your responsibilities, you’ll likely burn out or suffer an anxiety attack sooner rather than later. 

So don’t feel bad if your thoughts go from “Can someone write my paper?” to “Write me a paper asap!” within the first few weeks of the college term. You’re not alone, and it’s perfectly normal to struggle in a new environment and buckle under the weight of elevated expectations. 

Luckily, you don’t have to suffer in silence or give up on your dream of a college degree. Instead, you can seek help. And nowadays, it’s as easy as typing “Make an essay for me” in live chat.

Why Should I Choose Write Paper For Me As My School Assistant?

A quick Google search will unearth dozens of do-my-paper services, adding to your stress, instead of alleviating it. But unfortunately, you cannot trust the first company you find, tell the writers “Write a paper for me”, and hope for the best. Although you may be lucky enough to stumble upon a reliable company by accident, choosing a trustworthy service requires some research.

We suggest you look for these staples of a solid writing service WritePaperForMe has in spades:

If you want to make the most of these and other benefits, start by typing “Help me write my essay” in live chat, and we’ll see what we can do for you.

We Handle Any Paper Writing Task for High School, College, and Grad School

One of the most common complaints when it comes to paper writing is a poor writing style, unsuitable for a specific academic level. Fortunately, that never happens to our customers, as we carefully match your requirements with our writers’ expertise levels while keeping the rates affordable.

For example, when you come to us asking for a college essay, we’ll round up our experts with Bachelor’s degrees and above. Similarly, if you want us to handle MBA coursework, we’ll match you with a writer who already has their Master’s degree. And even doctorate papers, like thesis proposals or research papers, are not beyond our expertise, as our talent pool includes a fair share of PhDs.

So if you think our order form is too complex and your order doesn’t need to go beyond “Write essay for me,” we ask for your patience. After all, the more details you provide, starting with your academic level, the better we’ll be able to help you.

“Type an Essay for Me” Is Not the Only Service We Offer

You’ve probably found our site when you were looking to pay someone to write your essay. And we will happily take over argumentative, persuasive, narrative, and creative pieces for you. However, the do-my-paper service is not your only option. We have plenty of offers for students who are unwilling to let others take over their work completely. Here are a few viable suggestions that can make your college writing much easier:

We Employ Expert Academics to Make Your “Write My Paper” Order Perfect

Whether you’re an English or a STEM major, you’re probably wondering, “Who can write essay for me?” or “Why should I pay someone to write my paper for me when I know nothing about them?” And you’re absolutely right about asking these questions. After all, thousands of freelancers offer to write essay online, but you can’t know who to trust with your grades and record. To make your life easier, we take over the screening tasks to ensure only the best are hired and have the privilege to write an essay for you.

To get on our team, each writer must:

And once hired, writers must keep their customer feedback rating high. Those who get negative comments don’t stay on our team for long.

Although our hiring approach may seem harsh, it’s proven its efficiency for writers and students. And we urge you to give our experts a chance to prove they’re as good at writing papers as we claim they are.

We Deliver Every “Write My Paper” Order on Time

Timing is critical in the college papers market. An hour’s delay can make your submission late and cause you to fail the class. And a drawn-out revision may fry your last nerve and end in a breakdown.

To guarantee your every “write papers for me” order arrives in your inbox on time, we use an efficient communication and time-management approach and train our writers, editors, and proofreaders in beating procrastination and writer’s block. 

Still, we urge you to be realistic in your expectations. Research alone would usually take several hours, and writing and finishing touches need time, too. So please give our experts enough time to work on your paper and give yourself enough leeway for a quick review and revision.

Our “Write Essay for Me” Service Is Online and Ready to Help 24/7 

With so many responsibilities, it’s not uncommon for students to forget about essays. So if you wake up in cold sweat scrambling for answers to “Can someone do my essay for me asap?” you won’t be left to deal with the problem alone.

Our write my paper service never sleeps. The support agents operate round-the-clock through weekends and holiday seasons to ensure you can reach a human manager in your darkest hour and get the answers and support you need.

You can contact our team via:

Simply reach out, and explain your “write my paper” problem, and our managers will help you find a suitable solution. They can also get you in touch with your expert, provide progress updates, and explain our policy clauses and conditions.

We Guarantee Our “Write My Essay” Help Is Private and Confidential

“Can someone do my essay for me without risking my reputation?”

“I’m afraid my school will kick me out if they learn about my order.”

If you’re familiar with either of these lines of thinking, you’re just like any other college student. However, you have nothing to worry about when you pay someone to write your essay for you with our service. We carefully guard the details of your order and do not disclose your personal information to anyone without a court order.

So the only way your professors and school administration can learn about our help is if you tell them, “I pay to write my essay”. Without your confession, they’ll have no hard evidence. Their accusations and threats will be empty, and you’ll get away with buying papers easily, like thousands of our clients before you.

We Keep Working on Your “Write a Paper for Me” Requests Until You’re Happy

Reputation is everything for paper writing services. Although no company is safe from accusations, negative reviews, and underhanded rivalry with fellow “write my paper for me” platforms, we strive to keep every customer happy and willing to return.

That’s what our satisfaction guarantee is about. Whenever you come asking, “Write my essay online, we take your requirements seriously and ensure the experts fulfill your every instruction. And if you still think our writing could be better, you can order a free revision with your initial “write essay for me” parameters. Your writer will rework your piece according to your comments and return the second draft for your approval within 24 hours. With luck, you’ll like it better, and if not, you can repeat the whole process again and again until you’re 100% satisfied with your paper.

Ready to Reap the Benefits of Our “Write Papers for Me” Services?

If you’re ready to place your first “write my paper” order, welcome to the order form. It’s streamlined to guide you through sharing all the information your expert will need beyond your request of “write my paper for me”. And if at any point you feel lost, confused, or too tired to deal with our simple “do my essay” order form, reach out to our support team. Call or type something like “I want you to write a paper for me,” and they’ll respond within seconds to help you complete the order, finalize the payment, and get the first progress update when we assign the best expert to your case.

How can I pay someone to write a paper for me? What are your payment methods??

We accept credit and debit card payments by Visa, MasterCard, Discover, JCB, and American Express. You can use a reliable and secure payment system that keeps your personal and financial information safe to get us to write an essay for you. So you don’t have to worry and ruminate, “Is it safe to pay someone for writing my papers online?” After all, it’s as safe as getting your next coffee batch on Amazon or paying for your Netflix subscription.

How fast can you write my essay for me?

“Write my essay ASAP!” and “Write my essay, and I need it yesterday!” are two of the most common requests we get from college students. And although we can’t trick time and only have 24 hours in our days, we can deliver short pieces in 6 hours and longer assignments—within a day. As long as you don’t come asking “Write my research paper in six hours,” and are realistic about your expectations, our experts should be able to handle the tightest deadlines. But please account for a preview and revisions not to miss your submission deadline.

Can I talk to the person who’ll do my essay for me?

Of course, you can. We realize you’re probably thinking, “When I pay someone to write my paper, I want to have a direct line to this person.” So all you need to do is log into your account and find the chat tab to ask your questions or provide comments. But please remember that writers may not be available 24/7, as they have research and writing to take care of. If you’re thinking “I want round-the-clock access with the person I hired to write an essay for me,” you’re unlikely to find a writing service that will satisfy your needs.

Can you write my essay for me cheap?

Sure, our rates start as low as $6.99. Despite inflation and global crises, we keep our prices student-friendly. So anyone who comes asking, “write my paper for cheap” or “write my term paper without breaking the bank” will feel welcome and safe in the knowledge they’ll get the best value for money. At the same time, we urge you to beware of online frauds promising free results, as every “Write my research paper for me for free” may end in a scam.

Is it legal to use your service and pay someone to write my paper?

Yes, it is legal. Whether you’re carefully considering “Can someone do my paper for me?” in the privacy of your own mind or clamoring for assistance with the bold demands of “Write my paper for me now!”, you’re in the clear until you submit the paper you purchase for grading under your name. Even that isn’t illegal in most countries, though it is frowned upon in most schools. It’s up to you to decide what to do with the paper you get after we fulfill your order.

Can I pay someone to do my essay after it’s done?

Sadly, no. In an ideal world of perfectly honest people, you’d say, “I need help write my research paper”, and we’d have it ready for you for free and rely on your generosity. In the real world, our writers, editors, and support managers are real people who like to have a roof over their heads and meals on their tables. Our refund policy keeps you safe, but only your upfront payment protects our writers from scams. So whenever you ask, “Can you write my essay cheap?”, we say, “Sure”, but we ask you to cover the cost first.

Who will write my paper for me? How do I know they’re qualified to handle it?

Every writer on our team holds a degree in one or more majors, possesses years of academic writing experience, and has a solid reputation among our clients. You can be sure that whenever you run asking, “Write essay for me”, we’ll match you with an expert best suited to handling your academic level, class, and topic. Be safe in the knowledge that we only hire seasoned academics to write papers for you.

How do I choose the best writer to write my paper for me?

You can select a specific expert to deal with your “write my essay” issue or pick a top or pro-level writer. Although either of these options will add to the bottom line, you won’t have to wonder, “Who will write my essay?”. We recommend selecting one of our premium experts for critical assignments that need a special touch to score top grades and improve your class ranking or GPA. Contact our support team to ask, “Can someone write my paper for me with top results?” to learn more about writer options.

How do I know if you’ll make my essay original?

Your every “write my essay” order goes through a plagiarism checker to guarantee originality. After all, our writers know “write my paper” means crafting an original piece from scratch, not rewriting a stale sample found online. But if you want further proof, you’re welcome to order an official plagiarism report with a similarity percentage. All it takes is checking the box in the order form or asking a support agent to add it to the bottom line when you come asking, “I need you to write an essay for me.”

How can I lower the price when ordering an assignment?

Although we keep our online paper help rates as low as possible, you can play around with the order parameters to lower the price. For example, instead of crying, “I need you to write my essay in 12 hours”, set the deadline for two weeks, and your bottom line will be much more affordable. You can also wait for a seasonal promotion with discounts of up to 15% if you’re thinking, “I’m in no hurry to pay someone to write my essay.”

What do I do if you write my paper for me, and I don’t like it?

You can get a revision or a refund, depending on how much your “write my essay for me” order went off track. We know when you pay someone to write your paper you expect the best results, and we strive to follow every instruction to a T when we write a paper for you, but miscommunication can occur. In this case, don’t be shy about requesting a free revision or a new writer to rework your assignment. And if you feel the paper is unsalvageable, you may be liable for a partial or full refund.

How do I know you’ve finished writing my paper?

We’ll notify you via email the moment the writer uploads the first draft for your revision. You can then preview it and approve the piece to download an editable file or get it sent for a revision round with your comments about necessary corrections. Besides, you can always request a progress update from your writer or a support manager. Just ask them, “Any progress since I hired you to write my essay for me?”. As you see, you don’t need to fret, thinking, “How will I know when you write my essay, and it’s ready?”

What are you waiting for?

You are a couple of clicks away from tranquility at an affordable price!


  1. Business Capstone Project Ideas

    big data capstone project ideas college

  2. Bg data capstone project ideas cheap

    big data capstone project ideas college

  3. Capstone Project Ideas

    big data capstone project ideas college

  4. Data Science Summer 2020 Capstone Project Showcase

    big data capstone project ideas college

  5. Capstone Project Ideas Computer Engineering

    big data capstone project ideas college

  6. Ambitious data science capstone projects revealed to the world

    big data capstone project ideas college




  3. Capstone Project Data Karyawan Dyah Ayu Daratika

  4. Introduction to Data Driven CRM (Capstone project Guide)

  5. Masters of Data Analytics: Capstone Project Presentation

  6. 13: Data Analytics Project Part 3


  1. 20 Solved End-to-End Big Data Projects with Source Code

    Below is a list of Big Data project ideas and an idea of the approach you could take to develop them; hoping that this could help you learn more about Big Data and even kick-start a career in Big Data. 1. Build a Scalable Event-Based GCP Data Pipeline using DataFlow Suppose you are running an eCommerce website, and a customer places an order.

  2. Capstone Projects Archive

    In their final semester of the UW Data Science program, students are required to take DS 785, the capstone course. Below are example capstone projects to give you an idea of the types of opportunities available to our students.

  3. 13 Ultimate Big Data Project Ideas & Topics for Beginners [2023]

    Big Data Project Ideas: Beginners Level This list of big data project ideas for students is suited for beginners, and those just starting out with big data. These big data project ideas will get you going with all the practicalities you need to succeed in your career as a big data developer.

  4. 9 Project Ideas for Your Data Analytics Portfolio

    Bear in mind though—data scraping can be challenging if you're mining complex, dynamic websites. We recommend starting with something easy—a mostly-static site. Here are some ideas to get you started. Data scraping project ideas The Internet Movie Database. A good beginner's project is to extract data from IMDb.

  5. 105 Original Capstone Project Ideas for STEM Students

    A capstone project refers to a final or culminating project high school or college seniors need to earn their degrees. It's usually a project that takes several months to complete and should demonstrate students' command over particular subjects within an area of study. It may be similar to master's thesis writing.

  6. 5 Data Analytics Projects for Beginners

    An EDA project is an excellent time to take advantage of the wealth of public datasets available online. Here are 10 fun and free datasets to get you started in your explorations. 1. National Centers for Environmental Information: Dig into the world's largest provider of weather and climate data. 2.

  7. The Best 150 Capstone Project Topic Ideas

    Capstone Project Ideas for Management Course Studying management means dealing with the most varied spheres of life, problem-solving in different business areas, and evaluating risks. The challenge starts when you select the appropriate topic for your capstone project. Let the following list help you come up with your ideas.

  8. 75+ Realistic Statistics Project Ideas To Score A+

    75+ Realistic Statistics Project Ideas For Students To Score A+. Statistics / By Rupam Choudhary / 8th October 2022 20th February 2023. Statistics is one of the major subjects for every student, even in high school or college. These days almost every student is searching for the best, and more practical statistics project ideas.

  9. 125 Outstanding Capstone Project Ideas in 2023

    Best Capstone Engineering Project Ideas Mechanical: Gear based quick return mechanism Motorized chain mechanism Remote control car A robotic arm controlled with android Pedal-powered water purifier Electrical engineering: Development of electric hybrid motorcycle Solar panels and their directional control Red traffic light detector system

  10. 11 Cybersecurity Projects to Grow Your Skills & Portfolio

    For their capstone project, students work on a hypothetical penetration test and create a corrective action plan for a given problem statement. This hands-on project is designed to synthesize cybersecurity concepts learned over the course of the program and familiarize students with the core responsibilities of a cybersecurity analyst .

  11. 120 Best Capstone Project Ideas for Information Technology

    Capstone projects are very important for students. They help students develop critical thinking, learn how to solve problems, improve their communication skills, research, teamwork, presentation skills, etc. It also builds up the student's resume and demonstrates learning. This is why capstone projects are so important.

  12. Top 16 Artificial Intelligence Project Ideas & Topics for Beginners

    This project is quite popular among data scientists, so don't hesitate to ask a question in the community. You can get the data for this project here. 3. Stock Price Prediction. This is one of the excellent Artificial Intelligence project ideas for beginners. ML experts love the share market.

  13. 135 Best Capstone Project Ideas For Students

    Here we have categorized and compiled a list of 100+ capstone project ideas on various subjects such as engineering, nursing, computer science, management, and so on. If you are running short of ideas, feel free to have a look at the list below and choose a project topic that is appealing to you. Capstone Project Ideas for School Students

  14. 12 Data Science Projects To Try (From Beginner to Advanced)

    Data Science Projects To Try. Whether you're a complete beginner or one with advanced skills, you can gain hands-on experience by trying out projects on your own or working with peers. To help you get started, we've curated a list of the top 15 interesting data science projects to try. See what catches your fancy and get started!

  15. Big Data

    Welcome to the Capstone Project for Big Data! In this culminating project, you will build a big data ecosystem using tools and methods form the earlier courses in this specialization. You will analyze a data set simulating big data generated from a large number of users who are playing our imaginary game "Catch the Pink Flamingo". During the ...

  16. Top 225 Innovative Capstone Project Ideas for Students

    Innovative Capstone Project Ideas Here, we have listed the capstone project ideas on all the major subjects such as accounting, business, engineering, information technology, computer science nursing, psychology, marketing, management, and many more. Check the list and spot the capstone project idea that is appealing to you.

  17. Top 15 Cloud Computing Projects Ideas for Beginners in 2023

    Top 20 Big Data Project Ideas for Beginners in 2021 Top 20 Data Analytics Projects for Students to Practice in 2021 Top Big Data Hadoop Projects for Practice with Source Code Top 30 Machine Learning Projects Ideas for Beginners in 2021 15+ Data Science Projects for Beginners with Source Code

  18. Big Data Capstone Project

    The Big Data Capstone project will give you the chance to demonstrate practically what you have learned in the Big Data MicroMasters program including: How to evaluate, select and apply data science techniques, principles and theory; How to plan and execute a project; Work autonomously using your own initiative;

  19. Capstone Project Topic Ideas: 100+ Examples in Different Fields

    A capstone project is one of the most research-intensive projects in your student life. Coming up with capstone project ideas can be quite daunting. You have to spend a lot of time doing extensive research first, only after which you can start off. Selecting the Best Project

  20. Data Science Capstone Projects From Praxis Business School

    Program Details and Capstone Projects. For people who are not aware - Praxis Business School offers a year-long program - PGP in Data Science with ML & AI at both its campuses - Kolkata and Bengaluru. The program is structured in a manner where the first 9 months are spent in the classroom with in-house and industry faculty and the last 3 ...

  21. (PDF) Big Data Capstone Project

    The Big Data Capstone Project will allow you to apply the techniques and theory you have gained from the four courses in this Big Data MicroMasters program to a medium-scale data science project. ... pre-test/post-test control group design was employed. College students in a pharmacy curriculum, were randomized to two groups utilizing ...

  22. Big Data Capstone Project Ideas

    Big Data Capstone Project Ideas. The experts well detail out the effect relationship between the two given subjects and underline the importance of such a relationship in your writing. Our cheap essay writer service is a lot helpful in making such a write-up a brilliant one. Interested writers will start bidding on your order.