From‑Scratch Mixture‑of‑Experts Routing Layer in Pure Python
A step‑by‑step tutorial creating a from‑scratch MoE routing layer in pure Python, complete with code, tests, and extension ideas for your CV.
Python
Building a GGUF Tensor Dequantizer and Lazy Loader
Learn to build a memory‑efficient GGUF weight loader that dequantizes tensors on the fly, ideal for low‑resource inference.
Hands‑On Build Guide: Memory‑Mapped Safetensors Loader with Lazy Tensor Slicing
A practical guide to building a memory‑mapped safetensors loader with lazy slicing and zero‑copy NumPy views, perfect for signaling systems engineering skill on your CV.
Building a GGUF Model Loader with Built-in Dequant: A Portfolio Project for Systems Engineers
A practical guide to building a GGUF model loader with dequantization, demonstrating systems skills for engineering roles.
Build a Unigram Language Model Tokenizer from Scratch in Pure Python
This tutorial walks you through implementing a unigram language model tokenizer with EM training and subword regularization in pure Python. It showcases the algorithmic and systems skills that hiring managers look for.