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## April 7-11: Deep generative models
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- Implementation of Boltzmann machines using TensorFlow and Pytorch
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- Energy-based models and Langevin sampling
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- Generative Adversarial Networks (GANs)
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- Start discussions of Vvariational Autoencoders
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- Reading recommendation: Goodfellow et al chapters 18.1-18.2, 20.1-20-7; To create Boltzmann machine using Keras, see Babcock and Bali chapter 4
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- See also Foster, chapter 7 on energy-based models
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## April 14-18: Public holiday, no lectures
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## April 21-25: Deep generative models
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- Generative Adversarial Networks (GANs)
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- Variational autoencoders
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- Reading recommendation: Goodfellow et al chapter 20.10-20.14
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- See also Foster, chapter 7 on energy-based models
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- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week13/ipynb/week13.ipynb
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## April 28 - May 2: May 1 is a public holiday, no lectures:
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## April 28 - May 2: May 1 is a public holiday, no lecture:
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## May 5-9: Deep generative models
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- Variational Autoencoders
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- Diffusion models
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- Reading recommendation: An Introduction to Variational Autoencoders, by Kingma and Welling, see https://arxiv.org/abs/1906.02691
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- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week14/ipynb/week14.ipynb
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## May 12-16: Deep generative models
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- Summarizing discussion of VAEs
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- Diffusion models
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- Summary of course and discussion of projects
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- GANs
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- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/ipynb/week15.ipynb
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## May 19-23: Only and discussion of projects
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## May 19-23: Discussion of projects and possibly math of reinforcement learning
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## Recommended textbooks:
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