Updates
A living record beyond the printed page.
Follow verified corrections, new learning materials, revised code, and companion-portal announcements.
Latest
Portal updates
- Launch
ML4EA companion portal launched
After careful design and development, followed by diligent verification of its content, access controls, notebook delivery, and key workflows, we are pleased to launch the companion portal for Machine Learning for Engineering Applications. The portal brings together book information, chapter guides, validated Application Examples, instructor resources, updates, and opportunities for community participation.
- Portal
Companion portal foundation prepared
The book overview, 15 chapter hubs, searchable Application Example catalog, protected teaching workspace, community framework, updates, and errata register were prepared for review.
- Foundation
ML4EA design foundation established
The Engineering Field Guide visual system and automated GitHub Pages deployment were established as the portal foundation.
Companion materials
Book updates
- AE 8.5.4
Mining-process dataset reference corrected
The dataset reference for evaluating and interpreting a random forest now points to the current Quality Prediction in a Mining Process listing.
- AE 9.4.5
Diabetes dataset reference corrected
The diagnostic-measures example now points to the current Pima Indians Diabetes Database listing.
- AE 10.2.4
Dataset availability and provenance clarified
The original external source is no longer available. The catalog now identifies the plant sensor data as provided with the notebook, and the notebook page links to the supplied file.
- AE 10.3.6
Dataset availability and provenance clarified
The original external source is no longer available. The catalog now identifies the structural-health-monitoring data as provided with the notebook, and the notebook page links to the supplied file.