What are the best real-time projects for learning

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  1. Here are some of the best real-time projects for learning Data Science, ideal for both beginners and intermediate learners:
  2.  
  3. 1. Customer Churn Prediction
  4. Domain: Telecom / SaaS
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  6. Skills Used: Logistic Regression, Classification, EDA
  7.  
  8. Goal: Predict whether a customer will leave the service.
  9.  
  10. Dataset: Telco Customer Churn (Kaggle)
  11.  
  12. 2. Movie Recommendation System
  13. Domain: Entertainment
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  15. Skills Used: Collaborative Filtering, Matrix Factorization, NLP (optional)
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  17. Goal: Suggest movies to users based on their viewing history.
  18.  
  19. Dataset: MovieLens Dataset
  20.  
  21. 3. Sentiment Analysis on Tweets or Reviews
  22. Domain: Social Media / Marketing
  23.  
  24. Skills Used: NLP, Text Cleaning, Classification
  25.  
  26. Goal: Classify user feedback into positive, negative, or neutral sentiments.
  27.  
  28. Dataset: Twitter Sentiment or IMDB Reviews
  29.  
  30. 4. Stock Price Prediction
  31. Domain: Finance
  32.  
  33. Skills Used: Time Series Forecasting, ARIMA, LSTM (deep learning)
  34.  
  35. Goal: Predict the future stock price of a company.
  36.  
  37. Dataset: Yahoo Finance API / Kaggle
  38.  
  39. 5. Sales Forecasting
  40. Domain: Retail / E-commerce
  41.  
  42. Skills Used: Time Series, Regression, Data Preprocessing
  43.  
  44. Goal: Forecast monthly or daily sales for inventory planning.
  45.  
  46. Dataset: Walmart Sales Forecasting
  47.  
  48. 6. Credit Card Fraud Detection
  49. Domain: Banking
  50.  
  51. Skills Used: Anomaly Detection, Classification
  52.  
  53. Goal: Detect unusual or fraudulent transactions.
  54.  
  55. Dataset: Kaggle Credit Card Fraud Detection
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  57.  
  58. Link: https://www.sevenmentor.com/data-science-course-in-pune.php

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