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![alt text](https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/images/image001.jpg?raw=true)
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### Time: Each Thursday at 1215pm-2pm CET room FØ434, (The sessions will be recorded), first time January 23, 2025
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### Additional lab sessions: Each Thursday at 215pm-4pm CET, room FØ434, first time January 23, 2025
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## Practicalities
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- Lectures Thursdays 1215pm-2pm, room FØ434, Department of Physics
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- Lab and exercise sessions Thursdays 215pm-4pm, , room FØ434, Department of Physics
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- We plan to work on two projects which will define the content of the course, the format can be agreed upon by the participants
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- No exam, only two projects. Each projects counts 1/2 of the final grade. Aleternatively one long project.
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- All info at the GitHub address URL:"https://github.com/CompPhysics/AdvancedMachineLearning"
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## Deep learning methods covered, tentative =====
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### Deep learning, classics
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- Feed forward neural networks and its mathematics (NNs)
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- Convolutional neural networks (CNNs)
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- Recurrent neural networks (RNNs)
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- Graph neural networks
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- Transformers
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- Autoencoders and principal component analysis
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### Deep learning, generative methods
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- Basics of generative models
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- Boltzmann machines and energy based methods
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- Diffusion models (tentative)
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- Variational autoencoders (VAEe)
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- Generative Adversarial Networks (GANs)
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- Autoregressive methods (tentative)
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### Physical Sciences (often just called Physics informed) informed machine learning
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FYS5429 zoom link to be announced when semester starts
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