My AI Automation → AI Engineering Roadmap (Execution-Focused)

9d • General

My AI Automation → AI Engineering Roadmap (Execution-Focused) – Feedback?

Hey everyone,

After our recent discussion, I structured my full learning roadmap and attached it as a PDF.

My main goal is simple:

Earn through AI automation first, then transition into deeper AI engineering (ML/NLP) in Year 2.

Year 1 priority:

Python + DSA mastery

APIs & automation

LLM integrations

FastAPI & deployment

Freelancing with real clients

Every stage includes projects. No theory without execution.

I’d really value feedback from experienced members:

• Is this sequence practical for income-first growth?

• What would you remove or simplify?

• What would you focus on if starting today?

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