4 posts
When and how to fine-tune language models using LoRA, including dataset preparation and evaluation.
How to run open-source LLMs on your own hardware using Ollama, llama.cpp, and quantized models.
A step-by-step guide to building retrieval-augmented generation systems with vector databases.
A clear explanation of transformer architecture, attention mechanisms, and tokenization for developers.
