The Key Equation Behind Probability - Entropy, Cross-Entropy, and KL Divergence

The Key Equation Behind Probability - Entropy, Cross-Entropy, and KL Divergence

Artem Kirsanov via YouTube Direct link

Introduction

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1 of 9

Introduction

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Classroom Contents

The Key Equation Behind Probability - Entropy, Cross-Entropy, and KL Divergence

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  1. 1 Introduction
  2. 2 Sponsor: NordVPN
  3. 3 What is probability Bayesian vs Frequentist
  4. 4 Probability Distributions
  5. 5 Entropy as average surprisal
  6. 6 Cross-Entropy and Internal models
  7. 7 Kullback–Leibler KL divergence
  8. 8 Objective functions and Cross-Entropy minimization
  9. 9 Conclusion & Outro

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