Roadmap
1
Foundations
Python, SQL, statistics, basic plotting.
2
Data Wrangling & EDA
Pandas, cleaning, aggregation, visualization.
3
Machine Learning
Supervised + unsupervised learning, metrics, feature engineering.
4
Deployment & Specializations
MLOps, deep learning, NLP, time-series.
Weekly Study Plan
Mini Projects
- EDA on Titanic/Iris/COVID dataset
- Regression (house prices)
- Classification (churn prediction)
- Time-series forecasting
- Sentiment analysis (NLP)
- Full deployment + dashboard
Dataset Preview
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Quick Quiz
In one sentence: What is cross-validation used for?
Chart Demo
Enter numbers (example: [1,2,3,4])