What are the best real-time projects for learning Data Science?
Here are some of the best real-time projects for learning Data Science, ideal for both beginners and intermediate learners:
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)
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
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. Also explore
Data Science Interview Questions and AnswersDataset: Twitter Sentiment or IMDB Reviews
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
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
6. Credit Card Fraud Detection
Domain: Banking
Skills Used: Anomaly Detection, Classification
Goal: Detect unusual or fraudulent transactions.
Dataset: Kaggle Credit Card Fraud Detection
7. House Price Prediction
Domain: Real Estate
Skills Used: Linear Regression, Feature Engineering
Goal: Predict house prices based on area, location, features, etc.
Dataset: Boston Housing Dataset / Ames Housing Dataset
Data Science Classes in PuneData Science Course in Pune 2025-7-29 11:15
Why men fancy Adelaide Hills Escorts exotic black women Enjoy With premium escorts services in Maddington Exeter escorts – Way to the sensual paradise Ultimate Naughty Experience with our Lara Escorts Auto Loan and Rebates How to find Trusted Home Inspections in Knoxville TN Unsecured Business Loans vs Secured Loans: Key Differences You Need to Know Crypto Trading Unlocking the Digital Future of Finance Tarpaulin Use in Rural vs. Urban Communities Secure Your Dream Real Estate Property Today Smart Office Interior Design Company Services Smart Office Interior Design Company Services Any Trusted Sites for Escorts in Gold Coast?