Mathematics
10 min
Gradient Descent Explained with Python: Math, Visualization, and Code
Learn how gradient descent minimizes a loss function. Derive the gradients, code it in NumPy, and test learning rates with a plotted experiment.
Xray AI Lab
Tagged: Optimization
Machine Learning
20 min
Mathematics for Machine Learning: A Complete Study Map
A beginner-friendly roadmap to the mathematics behind machine learning: linear algebra, geometry, calculus, probability, and optimization, and how they connect.