LLMs
Demystifying LLM Architecture: From Attention to Production
A deep dive into transformer internals, attention mechanisms, KV-cache optimization, and serving LLMs at scale.
RecSys
Building Recommendation Systems That Actually Scale
From collaborative filtering to deep learning recommenders — architecture patterns for millions of users.
Forecasting
Probabilistic Forecasting with PyMC: A Practitioner's Guide
Why Bayesian forecasting wins in business — uncertainty quantification and real deployment patterns.
System Design
ML System Design: Patterns I've Used at Amazon Scale
Battle-tested patterns for ML systems — feature stores, model serving, and monitoring infrastructure.