← Home
ArxCafe / ML Engineering
Concept Graph
Google Professional Machine Learning Engineer

ML Engineering (Layered Curriculum)

arxcafe implements ML learning as a graph of atomic concepts: each page is linkable, reusable, and stitched into “books” via index pages. Start at Layer 0 to build the expected-vs-empirical risk foundation.
Layers (Books)
Layer 0 — Mathematical & Statistical Foundations (Bedrock) Layer 1 — Data & Programming Foundations (coming soon) Layer 2 — Machine Learning Fundamentals (coming soon)
Key Principle

arxcafe is a graph of concepts, not a PDF book rendered as HTML.

Tip: each concept page includes “what breaks if misunderstood” and “appears later in…” to make dependencies explicit.