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AI Engineer Roadmap: Where to Begin

A broader path into applied AI work, beyond just GenAI.

5 min read · Skill IT Education

Start with API integration, not model training

Most AI engineering work involves calling and integrating existing models via APIs — not training models from scratch, which is a different, more specialized skill set.

Learn to build automation around AI

Connecting AI capability into real workflows — triggered by events, integrated with existing systems — is often more valuable in practice than raw model capability alone.

Specialize once you have the base

From this foundation, you can move toward GenAI/LLM specialization, MLOps, or general AI product development depending on what genuinely interests you.

Keep going

Want the structured version of this?

This article is the short version. The full program covers it hands-on, in labs, with a mentor reviewing your work.

See AI Engineering Foundations
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