ML4EA

Contribute

Help make ML4EA more useful.

Report a correction or propose a teaching resource through a reviewable process. Notebook contribution intake is currently paused.

Choose a route

Send each contribution to the right place.

Book corrections and teaching-resource proposals use GitHub so the review history remains attributable. Application Example code submissions remain closed while the intake process is finalized.

Book and portal

Report a correction

Identify the chapter, section, page or portal location; explain the issue; and suggest a correction when possible.

Submit a correction

Teaching community

Share a teaching resource

Propose a syllabus variation, assignment, rubric, classroom activity, AE extension, or practical teaching insight.

Propose a resource

Application Examples

Improve a notebook

Report reproducible failures, incorrect results, broken data links, unclear explanations, or metadata problems.

Notebook intake is currently closed

New material

Propose an example or extension

Describe the engineering problem, learning value, data rights, method, and relationship to the book before developing a full contribution.

Proposal intake is currently closed

Looking for conversation?

Questions and exchanges belong in Discussions.

Use the community board to ask about a chapter, compare AE results, explore engineering applications, or respond to another participant.

Open Discussions

Before submitting

Make the contribution reviewable.

  1. 01

    Locate it precisely. Include the AE number, notebook filename, chapter, section, or page.

  2. 02

    Show the evidence. Provide reproduction steps, assumptions, sources, and relevant environment details.

  3. 03

    Protect sensitive material. Remove credentials, API keys, private data, personal paths, and copyrighted uploads.

  4. 04

    State the engineering impact. Explain whether results, interpretation, safety, or learning outcomes change.

Application Examples

Notebook access is available to signed-in users.

The complete catalog and protected notebook workflows are active, while private repository access and notebook contribution routes remain controlled.

Browse the AE catalog