Non-Tech / PM / Curious Roadmap

You want to understand AI without deep coding

Real AI judgement: spot opportunities, judge solutions, decide, and use AI responsibly.

The route

1. Week 1 - ML Algorithms: One module: what machine learning actually is, and when a problem needs it
2. Week 1 - Deep Learning: One conceptual module on deep learning - the bridge into how LLMs work
3. Week 2 - LLM: The core of this path: how LLMs work, prompting, RAG, hallucination, security, and evaluation
4. Week 3 - Agentic AI & Multi-Agent Systems: What an agent is, when it beats a fixed workflow, and where the guardrails go
5. Week 3 - AI on Cloud: Vendor literacy - compare AWS, GCP, and Azure on cost, lock-in, and TCO, before the sourcing decision needs them
6. Week 4 - AI for Product & Business: The centerpiece: spot real AI opportunities, write AI requirements, judge quality, and decide build vs buy
7. Week 4 - Interview Q&A: One PM-facing scenario module: 25 questions to test whether the judgment actually transferred
8. Week 4 - AI System Design: Optional, and worth skimming even so: it is what your engineers are arguing about when they say the latency budget does not fit