Charting the machine learning engineer maze
Visual roadmaps drawn up for a professor to help his students navigate the sprawling, often confusing skill set expected of a machine learning engineer.

What it does This repository hosts a dense, Balsamiq-built flowchart that catalogs the concepts, languages, and tools a developer might meet on the path to becoming a machine learning engineer. It is strictly a visual reference—no code, no curriculum—accompanied by a warning not to chase trendy tools simply because they are popular. The author also notes that a gentler, beginner-specific version is planned but has not yet shipped.
The interesting bit The roadmap exists because an old professor needed something tangible to hand to overwhelmed students. That classroom origin keeps the tone pragmatic: it aims to map the whole territory rather than sell a quick path through it.
Key highlights
- A single
ml-engineer.pngchart covering the full skill landscape. - Explicitly discourages selecting tools just because they are hip or trendy.
- Editable Balsamiq source files live under
/project-filesand are open to community PRs. - The GitHub description marks the project as WIP and still labels it 2020, while the README headlines it as the 2021 edition.
- MIT licensed.
Caveats
- The repository is marked work-in-progress, and the promised beginner roadmaps remain unreleased.
- There is a date mismatch between the repository description (2020) and the README title (2021).
- As a static image, the roadmap will age as the underlying tooling landscape evolves.
Verdict Worth bookmarking if you are a student or educator who wants a wall-chart overview of the ML engineering stack; avoid if you need an interactive, continuously updated checklist.
Frequently asked
- What is chris-chris/ml-engineer-roadmap?
- Visual roadmaps drawn up for a professor to help his students navigate the sprawling, often confusing skill set expected of a machine learning engineer.
- Is ml-engineer-roadmap open source?
- Yes — chris-chris/ml-engineer-roadmap is an open-source project tracked on heatdrop.
- How popular is ml-engineer-roadmap?
- chris-chris/ml-engineer-roadmap has 2.2k stars on GitHub.
- Where can I find ml-engineer-roadmap?
- chris-chris/ml-engineer-roadmap is on GitHub at https://github.com/chris-chris/ml-engineer-roadmap.