developer-roadmap/roadmaps/python-data-analysis/content/statistics--ml@KLXFKVb-EC5WOigI63y09.md

Statistics & ML

Python has a rich ecosystem of libraries for statistical analysis and machine learning. SciPy extends NumPy with statistical tests, optimization, and signal processing. Scikit-learn provides a consistent API for building, evaluating, and deploying machine learning models. Together they cover the analytical needs of most data analysis work.

Visit the following resources to learn more:

• @article@Python Statistics Fundamentals: How to Describe Your Data
• @video@Mastering Probability and Statistics in Python
• @video@Machine Learning Tutorial Python | Machine Learning For Beginners