Understand AI Roadmap - FreeAcademy
Free ~11h path: how LLMs work, prompting & responsible AI (no code)
A free, 5-course roadmap from FreeAcademy that takes you from AI user to someone who understands what is happening under the hood. Learn what AI is, how large language models actually work, how to get great results from them, and how to use them responsibly - no coding required. Around 11 hours total, 100% free with a certificate for every course.
Prompt EngineeringFreebeginner~11 hours
Submitted by @yahianaimRoadmap (5 steps)
1
AI essentials
Beginner#AI Essentials: Understanding AI#What AI Is & How It Works
2
Under the hood of LLMs
40 min#Tokens & Next-Token Prediction#Context Windows#Parameters & Mixture of Experts
3
Prompt engineering
~5 hours#Prompt Structure#Few-Shot Learning#Chain-of-Thought Reasoning
4
Advanced prompting
~2 hours#Evals & Rubrics#Meta-Prompting#Structured Outputs & Optimization
5
Responsible AI
~3 hours#Bias & Fairness#Privacy & Hallucinations#Deepfakes & EU AI Act