A hands-on guide to building a mixture-of-experts router from scratch in Python, covering top-k gating, capacity factor scheduling, and load balancing loss — a CV-worthy project that signals real systems and ML engineering skill.
A hands-on guide to building a pure-Python transformer model with a custom decoding loop implementing temperature, top-k, and top-p sampling — a CV-worthy project that demonstrates deep ML systems knowledge.
A complete build guide for a User Safety monitoring system — ‘safe’ — that demonstrates distributed event processing, real-time alerting, and fault tolerance. Includes architecture diagrams, runnable Python code, and a senior-level extension roadmap.
A hands-on build guide for a distributed task queue side project that demonstrates concurrency, persistence, and distributed systems skills — with real, runnable code and a clear roadmap to production-grade complexity.