Learning paths

Sequenced routes from beginner to specialist

A path stacks programs in the right order so each capstone builds on the last instead of starting over.

AI Engineer

6 to 8 months

Build and ship LLM-powered products end to end.

01
Python for Data Science
12 weeks · Beginner to intermediate
02
Artificial Intelligence and Machine Learning Foundations
12 weeks · Beginner to intermediate
03
Generative AI and LLM Engineering
10 weeks · Beginner to advanced

5 to 7 months

Design multi-agent systems that automate real operations.

6 to 9 months

Turn messy business data into deployed predictive models.

01
Python for Data Science
12 weeks · Beginner to intermediate
03
Artificial Intelligence and Machine Learning Foundations
12 weeks · Beginner to intermediate

4 to 6 months

Assure, audit and govern AI systems responsibly.

3 to 5 months

Run growth programs with AI-assisted content and analytics.

Not sure?

Five questions, one suggested starting point and a sensible sequence to follow.