In this liveProject series, you’ll take on the role of a data scientist at X Education, tasked with building a self-hosted LLM to cut costs and boost productivity. You’ll code the Llama 3.2 architecture from scratch to master transformers, then work to fine-tune it for lead classification for the marketing team, and adapt it for HTML code generation to support your overworked developer colleagues. Using Unsloth to speed up training on free Colab GPUs, you’ll finish with a fully working LLM that’s flexible, efficient, and free from vendor lock-in.
These projects are designed for learning purposes and are not complete, production-ready applications or solutions.
here's what's included
Project 1 Build Your First LLM from Scratch, Socratic
Fine-Tune an LLM for Code Generation - Tutored
Fine-Tune an LLM for Text Classification - Tutored