Data Science Projects

Data Science Projects

As a beginner in data science, it’s hard to understand all the concepts you learn without implementing them on a dataset. Working on data science projects and case studies will help you improve your data science skills. If you’re struggling to come up with data science project ideas and how to start and end a data science project, this article is for you. In this article, I will take you through a list of data science projects with Python that will help you learn and implement all the concepts of Data Science by using the Python programming language.

Data Science Projects

Below is a list of Data Science projects with Python that you can try as a beginner. Each of the projects below is solved and explained using Python:

  1. Stock Market Portfolio Optimization
  2. Price Optimization
  3. Election Ad Spending Analysis
  4. IPL 2024 RCB vs DC Analysis
  5. Metro Operations Optimization
  6. Electric Vehicles Market Size Analysis
  7. Music Recommendation System using Spotify API
  8. India vs USA Match Analysis
  9. Youtube Data Collection and Analysis
  10. Video Chaptering
  11. Website Performance Analysis
  12. Data Collection using APIs (for Data Engineers)
  13. Code Generation Model using LLMs
  14. Fashion Recommendation System using Image Features
  15. User Profiling & Segmentation
  16. Food Delivery Cost and Profitability Analysis
  17. Delhi Metro Network Analysis
  18. Quantitative Analysis of Stock Market
  19. Statistical Modelling
  20. Health Monitoring & Analysis
  21. Stock Market Anomaly Detection
  22. Hypothesis Testing
  23. End to End Predictive Model
  24. Multivariate Time Series Forecasting
  25. Classification on Highly Imbalanced Data
  26. Compare Multiple ML Models
  27. EDA for Feature Selection
  28. Build An Analytics Dashboard
  29. Text Generation Model
  30. Car Insurance Modelling
  31. App Reviews Sentiment Analysis
  32. Cohort Analysis
  33. Real Estate Price Prediction
  34. Ads CTR Forecasting
  35. Stock Market Comparison Analysis
  36. Netflix Subscriptions Forecasting
  37. Search Queries Anomaly Detection
  38. Text Analysis
  39. Consumer Behaviour Analysis
  40. Air Quality Index Analysis
  41. Market Basket Analysis
  42. Book Recommendation System
  43. Fitness Watch Data Analysis
  44. Demand Forecasting & Inventory Optimization
  45. Customer Acquisition Cost Analysis
  46. Dating Recommendations
  47. Anomaly Detection in Transactions
  48. Credit Scoring & Segmentation
  49. Next Word Prediction Model
  50. Dynamic Pricing Strategy
  51. Web Data ETL Pipeline
  52. Demand Forecasting & Inventory Optimization
  53. A/B Testing of Themes
  54. Data Preprocessing Pipeline
  55. User Engagement Analysis
  56. RFM Analysis
  57. Stock Market Performance Analysis
  58. Hybrid Recommendation System
  59. B2B Courier Charges Accuracy Analysis
  60. Currency Exchange Rate Forecasting
  61. Instagram Reach Analysis & Forecasting
  62. Retail Price Optimization
  63. Loan Approval Prediction
  64. Supply Chain Analysis
  65. End to End Chatbot
  66. Store Sales & Profit Analysis
  67. Customer Lifetime Value Analysis
  68. Exploratory Data Analysis
  69. Accelerometer Data Analysis
  70. Recession Analysis
  71. Demand & Supply Analysis
  72. Data ETL Pipeline
  73. Algorithmic Trading
  74. Food Delivery Time Prediction
  75. A/B Testing
  76. Credit Score Classification
  77. App User Segmentation
  78. Text Emotions Classification
  79. T20 World Cup 2022 Analysis
  80. Weather Forecasting
  81. Topic Modelling
  82. Ads Click Through Rate Prediction
  83. Survey Analysis
  84. Fashion Recommendation System
  85. Twitter Timeline in the Stock Market Analysis
  86. Screen Time Analysis
  87. Stock Market Analysis
  88. Social Progress Index Analysis
  89. Job Recommendation System
  90. Consumer Complaint Classification
  91. Business Forecasting
  92. News Recommendation System
  93. iPhone Sales Analysis
  94. Salary Prediction
  95. Flipkart Sale Analysis
  96. Credit Card Clustering
  97. Diamond Price Analysis and prediction
  98. Step by Step NLP with Python
  99. Netflix Recommendation System
  100. House Rent Prediction
  101. Password Strength Checker with Machine Learning
  102. Classification Model Evaluation
  103. Spam Comments Detection
  104. Website Traffic Forecasting
  105. Complete Process of NLP with Python
  106. Restaurant Recommendation System
  107. Online Food Order Prediction
  108. Virat Kohli Performance Analysis
  109. Book Recommendation System
  110. Time Series Forecasting with ARIMA
  111. Smartwatch Data Analysis
  112. IPL 2022 Analysis using Python
  113. Instagram Recommendation System
  114. MNIST Digits Classification
  115. Covid-19 Spread and Impacts Analysis
  116. Instagram Reach Analysis and Prediction
  117. Tinder Reviews Sentiment Analysis
  118. Student Marks Prediction
  119. Online Payments Fraud Detection
  120. Waiter Tips Analysis & Prediction
  121. Tiktok Reviews Sentiment Analysis
  122. Clustering Music Genres with Machine Learning
  123. Ukraine vs Russia Twitter Sentiment Analysis
  124. Stock Price Prediction
  125. Cryptocurrency Price Prediction for the next 30 days
  126. Breast Cancer Survival Prediction
  127. Covid-19 Deaths Prediction
  128. Flipkart Reviews Sentiment Analysis
  129. Stock Price Prediction with LSTM Neural Network
  130. Future Sales Prediction
  131. Article Recommendation System
  132. Netflix Stock Price Prediction
  133. Time Series Analysis
  134. Classification with Neural Networks
  135. Stress Detection
  136. AlexNet Neural Network Architecture
  137. Visualizing a Machine Learning Algorithm
  138. Training and Giving Inputs to a Machine Learning Model
  139. Product Demand Prediction
  140. Electricity Price Prediction
  141. Language Detection
  142. Adding Labels to a Dataset for Sentiment Analysis
  143. Pfizer Vaccine Sentiment Analysis
  144. News Classification
  145. Omicron Variant Sentiment Analysis
  146. Iris Flower Classification
  147. Water Quality Analysis
  148. Twitter Sentiment Analysis
  149. Squid Game Sentiment Analysis
  150. Comparison of Classification Algorithms
  151. Tata Motors Stock Price Prediction
  152. Health Insurance Premium Prediction
  153. Movie Rating Analysis for Beginners
  154. Number of Orders Prediction
  155. Apple Stock Price Prediction
  156. Insurance Prediction
  157. Worldwide Billionaires Analysis
  158. Unemployment Analysis
  159. Car Price Prediction Model
  160. Spam Detection
  161. Count Objects in Image
  162. WhatsApp Chats Sentiment Analysis
  163. WhatsApp Chats Analysis
  164. Microsoft Stock Price Prediction
  165. Covid-19 Vaccine Analysis
  166. Video Game Sales Prediction Model
  167. Student Grades Prediction Model
  168. Saving a Machine Learning Model
  169. Uber Trips Analysis
  170. Google Search Analysis
  171. Tesla Stock Price Prediction Model
  172. Financial Budget Analysis
  173. Click-Through Rate Prediction Model
  174. Interactive Language Translator
  175. Language Detection
  176. Create a Chatbot with Python
  177. Best Streaming Service Analysis
  178. Data Science Project on President Heights
  179. Data Science Project on Birth Rate Analysis
  180. Data Science Project on Time Series
  181. Data Science Project on Area and Population
  182. A Complete Machine Learning Project Walkthrough
  183. Text Summarization
  184. Keyword Extraction
  185. Sarcasm Detection
  186. Social Media Followers Prediction
  187. Amazon Product Reviews Sentiment Analysis
  188. Hate Speech Detection
  189. End-to-end Hate Speech Detection System
  190. End-to-end Fake News Detection System
  191. End-to-end Spam Detection System
  192. Hotel Reviews Sentiment Analysis
  193. Real-time Gender Detection System
  194. Dogecoin Price Prediction
  195. Google Play Store Sentiment Analysis
  196. Amazon Alexa Reviews Sentiment Analysis
  197. Social Media Ads Classification
  198. Fake News Detection
  199. End-to-End Machine Learning Model
  200. Gender Detection
  201. Sales Prediction
  202. Currency Exchange Rate Prediction
  203. End-to-end Machine Learning Project
  204. Profit Prediction Model
  205. Automatic Time Series Forecasting
  206. Ted-Talks Recommendation System
  207. Real-time Sentiment Analysis
  208. Amazon Recommendation System
  209. Mobile Price Classification
  210. Future Sales Prediction

The above list of data science projects contains projects based on classification (Binary and Multiclass), regression, sentiment analysis, text analysis, recommendation systems, and many more. I will update this list of data science projects with more projects regularly.

Summary

Working on data science projects and case studies will help you improve your data science skills. The above list of Data Science projects will be updated daily with more projects. I hope you liked this article on data science projects with Python. Feel free to ask valuable questions in the comments section below.

Aman Kharwal
Aman Kharwal

AI/ML Engineer | Published Author. My aim is to decode data science for the real world in the most simple words.

Articles: 2017

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24 Comments

  2. Hi,
    I am student pursuing M.Sc(IT) in Business Intelligence and Analytics. Thanks a lot for sharing these wide variety of projects and project ideas. These have been really helpful.

  5. Thank you for sharing such a valuable tutorial on data science with clarity on each topic. I am regularly following your tutorial for all my Ds and Ml learning. Keep shining

  11. @Aman Kharwal, you’ve been amazing, selfless and outstanding…you demystify Data science and make Data science interesting.
    Thanks for the great work.

  13. @Aman Kharwal sir, I made a project on image classification of CIFAR10 dataset and now my teacher is saying to convert this project to a live project. How to do that, I don’t know what can be done in this existing project to make it a live project

    • Your teacher meant to convert your project into an interactive project. For this you can build a user interface where a user can upload image or a set of images and your model can classify and show results in the user interface itself. You can use Plotly dash or streamlit for this. Explore their documentations. You need to build a user interface where you can account user input and show results of image classification.

  14. Thanks a lot for sharing. Can you next time share some projects on food security analysis? For instance, a model to predict if a household is food insecure or not.

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