Build a Mini GPT Training Loop from Scratch
Learn how to implement a from‑scratch GPT training loop in PyTorch, with code you can run, test, and extend into production‑grade AI systems.
Ml
Hands‑On Build Guide: Pure‑Python Token Sampler with Temperature, Top‑k, and Nucleus Sampling
A step‑by‑step guide to building a runnable Python token sampler with temperature, top‑k, and nucleus sampling, perfect for a CV demo.
Hands-On Build Guide: Minimal LoRA Fine‑Tuning Engine for a 2‑Layer Transformer
A practical, end‑to‑end guide to building a minimal LoRA fine‑tuning engine for a 2‑layer transformer, with runnable code and production‑ready extensions.
From‑Scratch Safetensors & GGUF Weight Loader with mmap‑Backed Zero‑Copy Views
A practical, runnable guide to constructing a from‑scratch safetensors/GGUF weight loader with zero‑copy mmap views, dtype/quantization decoding, and shape validation, perfect for a CV‑boosting side project.
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.