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Machine Learning and the Real Space Renormalization Group

Machine Learning and the Real Space Renormalization Group

APS Physics via YouTube Direct link

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Intro

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Machine Learning and the Real Space Renormalization Group

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  1. 1 Intro
  2. 2 Outline
  3. 3 Renormalization Group
  4. 4 Real-space RG from Information Theory perspective
  5. 5 Mutual Information
  6. 6 Test case 1: the 2D Ising model
  7. 7 RG flow and critical exponents
  8. 8 Test case 2: the dimer model
  9. 9 Optimality of the RSMI approach

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