Generative AI & LLMs
Large language models, prompting, retrieval (RAG), fine-tuning and image generation.
Beginner
Start here. No background needed beyond school maths.
5 Concepts to Know for Coding with AI Agents
A video from IBM on 5 Concepts to Know for Coding with AI Agents. A good starting point for Generative AI & LLMs; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
IBM
Context Engineering for AI Agents: 4 Failure Modes to Avoid
A video from IBM on Context Engineering for AI Agents: 4 Failure Modes to Avoid. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
IBM
Give your team AI skills you can trust
A video from DeepLearning.AI on Give your team AI skills you can trust. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
1st Place Winner: Coding Agent Calls Developer to Resolve Code Block
A video from DeepLearning.AI on 1st Place Winner: Coding Agent Calls Developer to Resolve Code Block. A good starting point for Generative AI & LLMs; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
2nd Place Winner: Coding Agent Calls Developer to Pitch Launch Strategy
A video from DeepLearning.AI on 2nd Place Winner: Coding Agent Calls Developer to Pitch Launch Strategy. A good starting point for Generative AI & LLMs; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
3rd Place Winner: Voice AI Prevents Data Loss. Coding Agent Calls Developer Before Deleting Records
A video from DeepLearning.AI on 3rd Place Winner: Voice AI Prevents Data Loss. Coding Agent Calls Developer Before Deleting Records. A good starting point for Generative AI & LLMs; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
AI Dev | San Francisco 2026
A video from DeepLearning.AI on AI Dev | San Francisco 2026. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
Build AI agents that learn from experience
A video from DeepLearning.AI on Build AI agents that learn from experience. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
Take back control of your AI coding workflow
A video from DeepLearning.AI on Take back control of your AI coding workflow. A good starting point for Generative AI & LLMs; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
Building AI Assistants with On-Device Memory
A video from DeepLearning.AI on Building AI Assistants with On-Device Memory. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
Full Course: Spec-Driven Development with Coding Agents
A complete course from DeepLearning.AI on Full Course: Spec-Driven Development with Coding Agents. A good starting point for Generative AI & LLMs; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
How AI Models Scale Beyond a Single GPU Across LLM Workloads
A video from IBM on How AI Models Scale Beyond a Single GPU Across LLM Workloads. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
IBM
The Data Engineering Professional Certificate is now on DeepLearning.AI
A video from DeepLearning.AI on The Data Engineering Professional Certificate is now on DeepLearning.AI. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
DeepLearning.AI
What Is Jev? The AI Model That Doesn't Generate Text
An explainer from IBM on What Is Jev? The AI Model That Doesn't Generate Text. A good starting point for Generative AI & LLMs; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
IBM
[1hr Talk] Intro to Large Language Models
Andrej Karpathy's general-audience talk on how LLMs are trained, what they can do and where they are heading.
Andrej Karpathy
Prompt Engineering Tutorial: Master ChatGPT and LLM Responses
An introduction to prompting techniques such as zero-shot, few-shot and chain-of-thought, with many examples.
freeCodeCamp
Advanced
Once the basics are comfortable.
Attention in Transformers, Step-by-Step
A visual walk-through of the attention mechanism, the core idea that makes modern language models work.
3Blue1Brown
Transformers, the Tech Behind LLMs
3Blue1Brown's animated explanation of how a transformer turns text into predictions.
3Blue1Brown
Expert
Research-level depth and specialist material.
Let's Build GPT: From Scratch, in Code, Spelled Out
Karpathy writes a small GPT in PyTorch line by line, following the 'Attention Is All You Need' design.
Andrej Karpathy
Let's Build the GPT Tokenizer
Builds a byte-pair-encoding tokenizer from scratch and explains many odd LLM behaviours that come from tokenisation.
Andrej Karpathy