Water Data Group · Academy

AI for Water · Roadmap

8 free courses with an AI tutor in every lesson. Or follow the self-paced roadmap below.

Click any node to read about it and see references. Mark topics complete with the circle on the card. Progress saves to your browser.

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Your progress
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Stages8 total · click to jump
STAGE 0Orientation

Frame the field before you spend a single hour learning a tool. Know the problems, the data shapes, and the wins.

STAGE 1Foundations

Programming, math, and the water-domain vocabulary you need before any AI work.

STAGE 2·Water data, end to end
STAGE 3·Classical ML for water
STAGE 4·Deep learning
STAGE 5·LLMs & agents for water
STAGE 6·Applied projects
STAGE 7·Production, ethics & career

Want to contribute?

This roadmap is a living document. If you spot a missing topic, a broken resource, or want to suggest a project, email jagadeesh@smartbhujal.com or post in the community.

There is no end to learning in this field. Water systems keep evolving, AI keeps evolving, and so does this roadmap. The 100% bar is a feature, not a destination. Come back, mark what is new, and share what you built.