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Week 04 — Probability Information and Emergence

Week 04 — Probability Information and Emergence

Central Question

How can randomness at the microscopic level produce predictable macroscopic mathematics?

The Story

Follow aggregate randomness through limiting laws and diffusion, then ask how uncertainty connects with information and physical equilibrium.

RandomnessLarge NumbersGaussian BehaviourRandom WalksDiffusionEntropyInformation\text{Randomness}\rightarrow\text{Large Numbers}\rightarrow\text{Gaussian Behaviour}\rightarrow\text{Random Walks}\rightarrow\text{Diffusion}\rightarrow\text{Entropy}\rightarrow\text{Information}

Sessions

  1. What Is Randomness Mathematically?
  2. Law of Large Numbers
  3. Central Limit Theorem
  4. Combinatorics Behind the Gaussian
  5. Random Walks
  6. From Random Walk to Brownian Motion
  7. Brownian Motion and the Heat Equation
  8. Markov Chains
  9. What Is Entropy?
  10. Shannon Information
  11. Statistical Mechanics Connection
  12. Week 4 Synthesis

Connections Beyond This Week

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