Hands‑On Build Guide: Pure Python Mixture‑of‑Experts Router with Load‑Balanced Top‑K Gating
A step‑by‑step guide to implementing a Mixture‑of‑Experts router from scratch in pure Python, with runnable code and production‑ready extensions.
Machine-Learning
Building a User Safety Service: A Practical Guide for Your CV
Learn to build a Dockerized microservice that scores user-generated text for toxicity using a transformer model, with full CI/CD and scaling guidance.
Build a Switch-Style MoE Router from Scratch in Pure Python
A hands-on guide to building a Switch-style MoE inference router in pure Python — covering top-k gating, capacity-constrained dispatch, and differentiable load balancing — as a portfolio project that signals real systems ML engineering skill.
Building an IVF-PQ Vector Index from Scratch in Pure Python
Learn how to build an IVF-PQ vector index from scratch using pure Python, implementing k-means clustering and product quantization to achieve scalable similarity search.
Hands‑On Build Guide: LoRA‑Based LLM Fine‑Tuning for Your Portfolio CV
A hands‑on guide to building a LoRA‑based LLM fine‑tuning system you can ship to GitHub and discuss in interviews.