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– ZTL vs. varmer temperature training
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Classroom Contents
Latent Variable Energy Based Models
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- 1 – Welcome to class
- 2 – Zero Temperature Limit ZTL free energy recap
- 3 – warmer Free energy
- 4 – Infinite Temperature Limit
- 5 – Free energy, example y = Y[23]
- 6 – Free energy, example y = Y[10]
- 7 – Free energy, example y = 0, 0
- 8 – Nomenclature and PyTorch
- 9 – Training!
- 10 – Loss functionals
- 11 – ZTL vs. varmer temperature training
- 12 – Conditional case
- 13 – Untrained model manifold
- 14 – Energy function Ex, y, z
- 15 – Trained model manifold
- 16 – Learning the Decoder
- 17 – Choosing the latent size
- 18 – And that was it