Mathematics
Build fast, reliable command of the undergraduate mathematics used throughout machine learning.
Prepare across three foundation areas.
Focused diagnostics and practice for Mathematics, Programming, and Machine Learning.
Choose an area
Programming
Practice Python semantics, core data structures, control flow, and recursion rather than competitive-programming tricks.
Machine Learning
Connect the standard models and algorithms to their objectives, computations, and failure modes.
Use with your agent
Paste this prompt into a capable agent to make it your dedicated, hints-first tutor.
Use https://mlprep.iwase.dev/ as my study resource. First read https://mlprep.iwase.dev/agent.md and follow its tutoring policy. If you can execute JavaScript in my open ML Prep tab, await window.mlPrepAgent.ready and read local attempt history before planning. Help me choose a diagnostic or continue from an item URL I give you. Inspect my attempt before helping, begin with the smallest useful hint, and do not reveal the full answer unless I ask or have attempted it. After a real attempt, append the record through window.mlPrepAgent and read it back.