Here are some of the best real-time projects for learning Data Science, ideal for both beginners and intermediate learners:
- 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)
- 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
- 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
- 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
- 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
- Credit Card Fraud Detection Domain: Banking
Skills Used: Anomaly Detection, Classification
Goal: Detect unusual or fraudulent transactions.
Dataset: Kaggle Credit Card Fraud Detection
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