Build a LoRA Adapter Trainer from Scratch in Pure Python
Learn to implement LoRA fine-tuning from scratch, creating a portfolio project that demonstrates real ML infrastructure expertise.
Posts
User Safety in Production Systems: Authentication, Authorization, and Data Privacy at Scale
How to design authentication, authorization, and data-handling systems that protect users while keeping production pipelines reliable.
Building a Pure-Python Top-p/Top-k Sampler with Temperature Scaling for LLM Logits
This post walks through building a pure-Python top-p/top-k sampler with temperature scaling, providing runnable code and a roadmap for productionizing it.
Build a LoRA Adapter from Scratch in PyTorch
Learn to code a LoRA adapter from scratch in PyTorch, enabling efficient transformer fine‑tuning and a standout CV project for engineering roles.
Pure Python Paged Attention Engine with LRU KV‑Cache Eviction
A step‑by‑step guide to building a pure Python paged attention engine with LRU cache eviction, perfect for demonstrating systems‑level skills to ML recruiters.