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Introduction:
  Abstract
  Outline

Define Entropy:
  Definition
  Properties
  Example

Motivation:
  Why optimize?
  Why not ML?
  Why entropy?

Details:
  Formal definition
  Lagrange
  Example
  Estimation

Case Study:
  LM Estimation
  MaxEnt Solution
  Issues

Conclusions:
  Applications
  Summary
  References