Week 1 - Microsoft AI for Beginners lessons 1-2
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Course reference
Sources and credits
This page shows where outside material enters the course, what Robotnix changed, and what each source does not authorize. Lessons link here instead of dropping licensing notes into the middle of instruction.
Where sources enter the course
Week 2 - Microsoft AI for Beginners lessons 3-4
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 3 - Microsoft AI for Beginners lessons 5-6
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 4 - Microsoft AI for Beginners lessons 7-8
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 5 - Microsoft AI for Beginners lessons 9-10
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 6 - Microsoft AI for Beginners lessons 11-12
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 7 - Microsoft AI for Beginners lessons 13-14
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 8 - Microsoft AI for Beginners lessons 15-16
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 9 - Microsoft AI for Beginners lessons 17-18
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 10 - Microsoft AI for Beginners lessons 19-20
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 11 - Microsoft AI for Beginners lessons 21-22
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 12 - Microsoft AI for Beginners lessons 23-24
Two complete upstream English lessons, presented in their original approved migration sequence.
Sources: AI for Beginners
Week 13 - How Machines Learn From Data
Robotnix-original supervised-learning chapter and local threshold experiment, with Microsoft ML for Beginners used as background verification only.
Sources: Machine Learning for Beginners
Week 14 - Is Your Model Actually Good?
Robotnix-original model-evaluation chapter and local threshold comparison. Microsoft ML for Beginners and Google MLCC verify confusion-matrix and metric concepts; no source visual, dataset, widget, exercise, prose, or code is imported.
Sources: Machine Learning for Beginners, Machine Learning Crash Course
Week 15 - Patterns Without Labels
Robotnix-original clustering chapter and local representation comparison. Microsoft ML for Beginners verifies unlabeled grouping, distance, centroid iteration, and evidence limits; no source dataset, notebook, visual, exercise, prose, or code is imported.
Sources: Machine Learning for Beginners
Week 16 - From Model to AI System
Robotnix-original system-architecture chapter and local failure-injection comparison. Google Production ML Systems and Microsoft EdgeAI verify component, monitoring, serving, fallback, and local-inference boundaries; no source diagram, example, interface, model, exercise, prose, code, or asset is imported.
Sources: Machine Learning Crash Course, EdgeAI for Beginners
Week 17 - AI at the Edge
Robotnix-original edge deployment chapter and deterministic profile comparison. Microsoft EdgeAI and Stanford EE292D verify placement, latency, memory, offline, and quality tradeoff boundaries; no source procedure, benchmark, interface, prose, code, model, dataset, or asset is imported.
Week 18 - Build and Defend an AI System
Robotnix-original synthesis capstone using only the immutable approved evidence boundaries from Weeks 13-17. It adds a deterministic system-defense dossier, claim audit, and original visuals without modifying approved learner files or importing a new external source.
Sources:
Source records
MIT License
AI for Beginners
Microsoft and the upstream contributors
- Used for
- Complete source-faithful repository mirror for the approved 12-week foundation. CourseOS indexes the 24 English lessons and preserves the upstream repository and credits.
- Limits
- The CourseOS wrapper changes relative paths and adds attribution. The approved migration foundation is not rewritten by the Robotnix extension.
- Pinned version
33e781bf7bfb9b39fd27c4e4a3e592669b52cb4b
MIT License
Machine Learning for Beginners
Microsoft and upstream contributors
- Used for
- Background verification for supervised learning, evaluation, and clustering in Weeks 13-15. Robotnix supplies original prose, data, visuals, browser logic, and evidence prompts.
- Limits
- No upstream notebook, dataset, image, quiz, or code is imported into Week 13.
- Pinned version
d0d0ea2b2d22cddca31f9c6d108df7daa87a1b46
CC BY 4.0 page content; Apache 2.0 code samples
Machine Learning Crash Course
- Used for
- Planned background reference for model evaluation and production ML systems in Weeks 14 and 16.
- Limits
- No Google diagram, interactive exercise, brand interface, or third-party asset is copied. Page exceptions require item-level review.
MIT License
EdgeAI for Beginners
Microsoft and upstream contributors
- Used for
- Planned background reference for system and edge-inference concepts in Weeks 16-17.
- Limits
- Azure, accounts, model downloads, branded interfaces, and specialized hardware are not assumed or reproduced.
- Pinned version
05d7c7ef90ac647ff3afc3a878281a848d5ca47a
Apache License 2.0
Stanford EE292D Edge AI Labs
Stanford EE292D
- Used for
- Planned advanced reference for Week 17 edge constraints and deployment tests.
- Limits
- Hardware and model downloads are not assumed. Any derivative requires attribution and change notice.
- Pinned version
c0a078015c9175a089c43f94441e65aa5167af25