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@@ -161,7 +161,7 @@ https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week1/i
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## April 13-17: Deep generative models
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- Reminder from previous week on Energy-based models
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- Variational Autoencoders
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- Discussion of codes for Boltzmann machines
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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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- Jupyter notebook at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week12/ipynb/week12.ipynb and PDF at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week12/pdf/week12.pdf
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- Reading recommendation: Goodfellow et al chapter 20.10-20.14
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- Jupyter notebook at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week13/ipynb/week13.ipynb and PDF at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week13/pdf/week13.pdf
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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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- Video of lecture and whiteboard notes to be added
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## April 27 - May 1: Deep generative models
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- Diffusion models
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- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week14/ipynb/week14.ipynb, see also PDF file at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week14/pdf/week14.pdf
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- Jupyter-notebook at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week14/ipynb/week14.ipynb, see also PDF file at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week14/pdf/week14.pdf
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## May 4-8: Deep generative models
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- Diffusion models
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- GANs
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- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/ipynb/week15.ipynb, see also PDF file at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/pdf/week15.pdf
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- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/ipynb/week15.ipynb
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- Jupyter-notebook at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/ipynb/week15.ipynb, see also PDF file at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/pdf/week15.pdf
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- Video of lecture and whiteboard notes to be added
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