You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
- Reminder from previous week on Energy-based models
164
-
-Variational Autoencoders
164
+
-Discussion of codes for Boltzmann machines
165
165
- 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
166
166
- See also Foster, chapter 7 on energy-based models
167
167
- 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
- Reading recommendation: Goodfellow et al chapter 20.10-20.14
175
175
- 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
176
176
- See also Foster, chapter 7 on energy-based models
177
-
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week13/ipynb/week13.ipynb
178
177
- Video of lecture and whiteboard notes to be added
179
178
180
179
181
180
## April 27 - May 1: Deep generative models
182
181
- Diffusion models
183
-
-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
182
+
-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
184
183
- Video of lecture and whiteboard notes to be added
185
184
186
185
187
186
## May 4-8: Deep generative models
188
187
- Diffusion models
189
188
- GANs
190
-
- 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
191
-
- Slides at https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week15/ipynb/week15.ipynb
189
+
- 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
192
190
- Video of lecture and whiteboard notes to be added
0 commit comments