jiayinjx / mlai-edu

Educational materials on deep learning by Weights & Biases

Weights & Biases AI Academy

This repository contains materials for learning AI as part of our W&B AI Academy, organized by topic, linked below.

These materials are intended for use with online courses, but may be useful on their own.

LLMs

(NEW!) 🛠️ LLM Engineering: Structured Output →

🎵 Training and Fine-Tuning LLMs with MosaicML →

🎮 Building LLM Powered Apps →

🖌️ Learn to Evaluate and Debug Generative AI →

MLOps

(NEW!) 🧞‍♂️ Enterprise Model Management →

🚀 Learn Effective MLOps: Model Development →

🤖 Learn CI/CD for Machine Learning (GitOps) →

🤖 Data Validation in Production ML Pipelines →

🤖 Machine Learning for Business Decision Optimization →

Teach Weights & Biases at work or university

🏫 Resources for Educators, Teaching Assistants, and Students →

Math

🧮 Get a refresher on the math you need for ML →