# ML Prep

> Preparation for Mathematics, Programming, and Machine Learning foundations.

## Start

- [Human home](https://mlprep.iwase.dev/)
- [Agent guide](https://mlprep.iwase.dev/agent.md)
- [Agent Skill](https://mlprep.iwase.dev/skill/SKILL.md)
- [JSON catalog](https://mlprep.iwase.dev/api/v1/catalog.json)
- [Search index](https://mlprep.iwase.dev/api/v1/search-index.json)
- [Custom Practice](https://mlprep.iwase.dev/practice/custom/)
- [Attempt-record schema](https://mlprep.iwase.dev/schema/attempt-record.json)
- [Custom-set schema](https://mlprep.iwase.dev/schema/custom-set.json)

## Areas

- [Mathematics](https://mlprep.iwase.dev/mathematics/): Build fast, reliable command of the undergraduate mathematics used throughout machine learning.
- [Programming](https://mlprep.iwase.dev/programming/): Practice Python semantics, core data structures, control flow, and recursion rather than competitive-programming tricks.
- [Machine Learning](https://mlprep.iwase.dev/machine-learning/): Connect the standard models and algorithms to their objectives, computations, and failure modes.

## Diagnostics

- [Mathematics Diagnostic](https://mlprep.iwase.dev/sets/mathematics-diagnostic.md): diagnostic, 60 minutes
- [Programming Diagnostic](https://mlprep.iwase.dev/sets/programming-diagnostic.md): diagnostic, 50 minutes
- [Machine Learning Diagnostic](https://mlprep.iwase.dev/sets/machine-learning-diagnostic.md): diagnostic, 60 minutes

## Policy

Use stable IDs; read external problems at the cited source; tutor hints-first; never invent inaccessible content. When the browser bridge is available, read local history before tutoring and append a record only after a real attempt.