Data Science
Turning data into answers: the end-to-end workflow from question to model to story.
Advanced
Once the basics are comfortable.
Course
Advanced
↗ External site
Kaggle Learn: Feature Engineering
Create better features with mutual information, clustering, PCA and target encoding to improve model accuracy.
Kaggle
Course
Advanced
↗ External site
Kaggle Learn: Time Series
Forecasting with trend, seasonality, lags and hybrid models, using real sales and traffic data.
Kaggle
Book
Advanced
↗ External site
Python Data Science Handbook
Jake VanderPlas's free book on IPython, NumPy, pandas, Matplotlib and scikit-learn, with runnable notebooks.
Jake VanderPlas