Generative Modeling
Illustration of GAN training process showing adversarial competition between generator and discriminator

Understanding GANs: From Fundamentals to Objective Functions

An in-depth guide to GANs: how two neural networks compete to generate realistic data, the math behind it, and the evolution of objective functions that stabilize training.

Natural Language Processing
3D visualization of word embeddings showing semantic relationships in vector space

Word Embeddings in NLP: An Introduction

Learn how computers understand words through mathematical vectors, from simple counting methods to contextual embeddings that power modern NLP.