You don't need to learn everything about AI.
You just need to learn the right things in the right order.
Hereβs the roadmap Iβd follow if I were starting today:
π Python
Learn the basics. Don't spend 6 months mastering it.π§ Machine Learning
Understand how models learn, train, and make predictions.π₯ Deep Learning
Neural networks β Transformers β LLMs.π€ Build with AI
APIs, RAG, AI agents, tool calling, evaluation.π Ship projects
This is where the real learning happens.
The biggest mistake?
Spending 100 hours watching tutorials and 0 hours building.
Start small.
Build something.
Break it.
Fix it.
Repeat.
That's how you actually learn AI.
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