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part centralized

The 10 most recent episodes and tracks on this topic.

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  1. Lecture 8 part 1: Deep Neural NetworksEP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  2. Lecture 7 part 2: Communication efficiency (general graph)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  3. Lecture 7 part 1: Communication efficiency (master-worker architecture)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  4. Lecture 6 part 2: ADMM (hyperparameter optimization and applications)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  5. Lecture 6 part 1: ADMM (basic definitions and properties)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  6. Lecture 5 part 2: Distributed ML (general communication topology)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  7. Lecture 5 part 1: Distributed ML (star communication topology)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  8. Lecture 4 part 2: Centralized Nonconvex ML (generic solvers)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  9. Lecture 4 part 1: Centralized Nonconvex ML (basic definitions and special structures)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
  10. Lecture 3 part 2: Centralized Convex ML (part 2: stochastic algorithms)EP3260 MLoNs: Fundamentals of Machine Learning Over NetworksNotes
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