Learn data science and machine learning with reproducible evidence

Learn Python, NumPy, pandas, statistics, visualisation, scientific computing, and machine learning through reproducible practical courses.

Recommended Soma courses

• Python Programming Fundamentals — Complete Python course with practical code examples Price: Free
• NumPy Numerical Computing — Build reliable numerical workflows with typed arrays, vectorized operations, reproducible sampling, and verification evidence. Price: Free
• Pandas Data Analysis — Load, clean, transform, combine, and explain tabular data with reproducible pandas workflows. Price: Free
• Statistics with Python — Use Python, NumPy, and SciPy to describe data, quantify uncertainty, test claims, and communicate reproducible evidence. Price: Free
• Matplotlib Data Visualization — Design accurate, accessible, and reproducible visual explanations with Matplotlib. Price: Free
• Machine Learning with Python — Build, evaluate, and communicate responsible machine-learning workflows in Python. Price: Free