AI-ML
Mathematics
PCA Deep Dive: Principal Component Analysis from Theory to Python Code
Master Principal Component Analysis (PCA) - understand the mathematics, implement from scratch in …
Jan 15, 2025 · 12 min read
Machine Learning
AI-ML
Mathematics
SVD Explained: Singular Value Decomposition for Data Science
Master Singular Value Decomposition (SVD) - understand the math, implement from scratch, and apply …
Jan 15, 2025 · 9 min read
AI-ML
Mathematics
Understanding Eigenvalues and Eigenvectors in Machine Learning
Master eigenvalues and eigenvectors for ML - geometric intuition, mathematical foundations, PCA …
Jan 15, 2025 · 10 min read
AI-ML
Mathematics
Linear Algebra for Machine Learning: The Complete Beginner's Guide
Master linear algebra fundamentals for machine learning - vectors, matrices, operations, and …
Jan 15, 2025 · 13 min read
AI/ML
Mathematics
Second-Order Optimization Methods: Newton, Quasi-Newton, and L-BFGS for Machine Learning
Master second-order optimization methods for machine learning. Learn Newton's method, Quasi-Newton, …
Jan 15, 2024 · 14 min read
AI/ML
Programming
Linear Algebra with NumPy: Complete Practical Guide for Machine Learning
Master linear algebra operations using NumPy with practical examples. Learn matrix operations, …
Jan 15, 2024 · 17 min read
AI/ML
Mathematics
Information Theory: Entropy, Cross-Entropy, and KL Divergence
Master information theory for machine learning. Learn entropy, cross-entropy loss, KL divergence, …
Jan 15, 2024 · 16 min read
AI/ML
Mathematics
Covariance, Correlation, and Multivariate Distributions in ML
Master covariance matrices, correlation analysis, and multivariate distributions for machine …
Jan 15, 2024 · 13 min read
AI/ML
Mathematics
Convex Optimization for Machine Learning: From Lagrange to KKT Conditions
Master convex optimization fundamentals for machine learning. Learn convex functions, Lagrange …
Jan 15, 2024 · 14 min read
AI/ML
Mathematics
Probability Distributions for Machine Learning: Complete Guide
Master probability distributions essential for ML. Learn Gaussian, Bernoulli, Poisson, and more with …
Jan 15, 2024 · 15 min read