All Knowledge Bases
🧠beginner
AI Fundamentals for PMs
This is the starting line. We'll cover what AI actually is (not what the hype says it is), how machine learning works at a conceptual level, and what large language models can and can't do. By the end, you'll be able to have a real conversation with your ML team instead of just smiling and saying "that makes sense."
12 lessons~6 hours
1. What Even Is AI?
AI vs ML vs Deep Learning (a real explanation)
Free8 min
How Machine Learning Actually Works
Free12 min
The History of AI (the stuff that actually matters)
10 min
2. LLMs & Generative AI
What Are LLMs, Really?
Free10 min
Tokens, Context Windows, and Temperature
8 min
Why LLMs Hallucinate (and What to Do About It)
10 min
3. Practical AI Concepts
Embeddings Explained Like You're Five
8 min
RAG: Making AI Actually Accurate
12 min
Fine-Tuning vs Prompt Engineering
10 min
AI Agents — The Next Big Thing (Maybe)
10 min
Multimodal AI and Why It Matters
8 min
The AI Stack — A Mental Model
10 min
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