Unlocking the Secret Sauce of LLMs: Why the Math Matters - A Technical Deep Dive
Exploring the essential mathematical foundations that practitioners need when working with Large Language Models, from linear algebra to optimization.
Machine Learning
Beyond Frontier Models: A Technical Deep Dive & Practitioner's Guide to LLM Tuning, Optimization, Deployment, and Architecture
A comprehensive guide covering post-training techniques, production deployment, retrieval augmentation, evaluation, hallucination management, and advanced architectures for LLMs.