Information Theory
Entropy, cross-entropy, KL divergence, and mutual information
Entropy, cross-entropy, KL divergence, and mutual information
Articles
Information Theory Fundamentals for Deep Learning: Complete Mathematical Guide 2025
Master information theory concepts essential for deep learning: entropy, mutual information, channel …
25 min
Information Bottleneck: Understanding Deep Learning Through Information Theory 2025
Master the Information Bottleneck principle to understand deep neural network generalization, …
22 min
Minimum Description Length and Model Selection: Complete Guide 2025
Master Minimum Description Length (MDL) principle for model selection: understand Occam's razor, …
21 min