Data Science

Here are some good data science projects—suitable for learners and professionals alike—that cover key concepts like data cleaning, visualization, machine learning, and deployment:

1. Customer Churn Prediction

What it covers: Classification, feature engineering, model evaluation.

Use case: Predict which customers are likely to leave a service using historical data.

Tools: Python, scikit-learn, pandas, seaborn.

2. Sales Forecasting

What it covers: Time series analysis, regression, visualization.

Use case: Forecast future sales based on past trends.

Tools: Python, Prophet, ARIMA, Excel, Power BI.

3. Sentiment Analysis of Tweets or Reviews

What it covers: Natural Language Processing (NLP), text preprocessing, classification.

Use case: Analyze public sentiment about products, politics, or brands.

Tools: NLTK, TextBlob, spaCy, Python.

Data Science Course in Pune