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Prepare training for next iteration #1

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12 of 16 tasks
AnesBenmerzoug opened this issue Dec 1, 2023 · 0 comments
Closed
12 of 16 tasks

Prepare training for next iteration #1

AnesBenmerzoug opened this issue Dec 1, 2023 · 0 comments
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@AnesBenmerzoug
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AnesBenmerzoug commented Dec 1, 2023

Writing

  • Unify and homogenize tone of writing.
  • Reference more clearly content taken from books and papers.
  • Improve description of Dynamic Programming principle.
  • Decrease number of (or remove completely) mathematical proofs and derivations.
  • Expand AlphaZero section.

Content

Optimal Control

  • Improve Dynamic Programming and Optimality Principle explanations. Give more examples.
  • Explain better different approaches for solving optimal control problems.
  • Fix and improve Shortest Path problem exercise.
  • Move Multi-Stage MPC example from recent developments notebook to this part's notebook.

Machine Learning Control (ProcessRLC)

  • Add section about naive Deep Learning approach
  • Add section about Deep Koopman Operator
  • Explain Koopman Operator
  • Add worked examples and exercises.

Recent Developments

  • Reduce size of this section to fit scheduled time in agenda (20 min)
  • Add content about Machine Learning Control.

References

  • Create Zotero collection for this training.
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