4 Python practical projects to do for freshers in data analytics
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1οΈβ£ Exploratory Data Analysis (EDA) on a Public Dataset
Use a dataset from Kaggle or
data.govClean and preprocess the data
Perform statistical analysis and visualization
Draw insights and present findings
2οΈβ£ Stock Market Analysis Tool
Fetch real-time stock data using an API (e.g., yfinance)
Implement technical indicators (e.g., moving averages, RSI)
Create visualizations of stock performance
Build a simple prediction model
3οΈβ£ Social Media Sentiment Analysis
Collect tweets or Reddit posts using APIs
Preprocess text data
Perform sentiment analysis
Visualize sentiment trends over time
4οΈβ£ Customer Churn Prediction
Use a telecom or e-commerce dataset
Perform feature engineering
Build and compare multiple machine learning models
Evaluate model performance and interpret results
Hope it helps :)