#regularization

2 articles with this tag.

Dropout Explained: The Surprisingly Simple Trick That Prevents Overfitting

A complete beginner's guide to Dropout regularization - why randomly turning off neurons makes neural networks smarter, how it works, and how to use it correctly in PyTorch.

April 22, 2026

#deep-learning#neural-networks#regularization

ML Hyperparameters Explained for Beginners: Learning Rate, Epochs, Batch Size, L2, and Seed

beginnerMachine Learning Basics

A beginner-friendly explanation of core machine learning hyperparameters — learning rate, epochs, batch size, L2 regularization, and random seed — with simple examples and every important term explained clearly.

April 19, 2026

#machine-learning#regularization