Curriculum
All topics
Every LumenAI lesson, from first principles to production. Work through them in order or jump to what you need.
Beginner
AI & ML Fundamentals
Start with the building blocks: data, models, training, and inference.
35 min readRead
Intermediate
Large Language Models
How GPT, Claude, Gemini and Llama actually work under the hood.
40 min readRead
Beginner
Generative AI
Beyond text: images, audio, video, code and multimodal systems.
25 min readRead
Beginner
Prompt Engineering
Practical techniques to get reliable, high-quality outputs from any LLM.
20 min readRead
Intermediate
Retrieval-Augmented Generation
Give LLMs access to your private data without retraining.
25 min readRead
Advanced
AI Agents
LLMs that plan, use tools, and take actions on your behalf.
30 min readRead
Intermediate
Evaluation & Safety
How to measure, monitor, and responsibly deploy Gen AI systems.
22 min readRead