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Nahum Shimkin

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    • Learning Systems 2017a
    • Estimation and Identification in Dynamical Systems (048825), Spring 2016
    • Monte Carlo Methods for Computation and Optimization (Spring 2015)
    • Learning in Complex Systems (049004) – Spring 2011
Homepage > Courses > Learning in Complex Systems (049004) – Spring 2011

Learning in Complex Systems (049004) – Spring 2011

Syllabus (updated 7/3, see grade composition).

Final Assignments

  • Guidelines and dates
  • Applications papers (updated 15/6)
  • Articles for Seminary Paper (updated 21/6)

Homework

  • Home Assignment 1: due on March 21.
  • Home Assignment 2: due on April 4.
  • Home Assignment 3: due on May 3.
  • Home assignment 4: due June 5, last June 13.

Lecture Notes:

  • Introduction (Outline)
  • Chapter 2: Dynamic Programming – Finite Horizon
  • Chapter 3: Dynamic Programming – Infinite Horizon
  • Chapter 4: Reinforcement Learning – Basic Algorithms
  • Chapter 5: Stochastic Approximation
  • Chapter 6: Basic Convergence Results
  • Chapter 7: Efficient Exploration
  • Chapter 8: Value and Policy Approximations (partial)
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