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Here are some of the best real-time projects for learning Data Science, ideal for both beginners and intermediate learners:

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1. Customer Churn Prediction

• Domain: Telecom / SaaS
  
• Skills Used: Logistic Regression, Classification, EDA
  
• Goal: Predict whether a customer will leave the service.
  
• Dataset: Telco Customer Churn (Kaggle)
  

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2. Movie Recommendation System

• Domain: Entertainment
  
• Skills Used: Collaborative Filtering, Matrix Factorization, NLP (optional)
  
• Goal: Suggest movies to users based on their viewing history.
  
• Dataset: MovieLens Dataset
  

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3. Sentiment Analysis on Tweets or Reviews

• Domain: Social Media / Marketing
  
• Skills Used: NLP, Text Cleaning, Classification
  
• Goal: Classify user feedback into positive, negative, or neutral sentiments.
  
• Dataset: Twitter Sentiment or IMDB Reviews
  

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4. Stock Price Prediction

• Domain: Finance
  
• Skills Used: Time Series Forecasting, ARIMA, LSTM (deep learning)
  
• Goal: Predict the future stock price of a company.
  
• Dataset: Yahoo Finance API / Kaggle
  

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5. Sales Forecasting

• Domain: Retail / E-commerce
  
• Skills Used: Time Series, Regression, Data Preprocessing
  
• Goal: Forecast monthly or daily sales for inventory planning.
  
• Dataset: Walmart Sales Forecasting
  

Data Science Classes in Pune

Data Science Course in Pune