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Disclaimer

Contributors

This course was designed and is maintained by:

Name
Humberto Sandmann

AI-Assisted Content

This course material was partially co-authored with AI assistance.

Portions of this site — including class notes, quiz questions, figures, code examples, and interactive simulations — were drafted with the help of Claude (Anthropic). All AI-generated content is reviewed, edited, and validated by the course instructor before publication.

What AI was used for

Content type AI role
Class notes and explanations First-draft generation, then instructor review and revision
Quiz questions, answers, and explanations Generation from lesson content, with instructor validation of correctness
Figures (pre-rendered from matplotlib scripts) Initial implementation, reviewed for correctness
Interactive simulations (JavaScript widgets) Initial implementation, reviewed and tested by the instructor
Mermaid diagrams and timelines Structural suggestion, with instructor verification of accuracy
Site infrastructure (MkDocs configuration, CI) Scaffolding based on the instructor's other courses

Our commitment

  • Accuracy — technical content is checked against the primary literature and the reference textbooks listed in References;
  • Transparency — this page exists so students know how the material is produced;
  • Accountability — responsibility for everything published here lies with the instructor, not with the tools used to draft it.

Found an error?

No process is perfect — AI-assisted or not. If you spot a mistake, please open an issue or contact the instructor. Corrections are welcome and credited.


Use of this material

This material is provided for educational purposes. You are welcome to use it for personal study. For reuse in other courses or publications, please contact the instructor.