Plans for the week of March 4-8
Dear all, the plans for this week are
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RNNs and discussion of Long-Short-Term memory, see slides this week as jupyter-notebook https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/pub/week8/ipynb/week8.ipynb
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Discussion of specific examples relevant for project 1, see project from last year by Daniel and Keran. Link here https://github.com/CompPhysics/AdvancedMachineLearning/blob/main/doc/Projects/2023/ProjectExamples/RNNs.pdfLinks to an external site.
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Start discussion of Autoencoders (AEs) if we get time.
Reading recommendations
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For RNNs see Goodfellow et al chapter 10.
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For AEs, see chapter 14 of same book
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Reading suggestions for implementation of RNNs in PyTorch: Rashcka et al's text, chapter 15
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Reading suggestions for implementation of RNNs in TensorFlow: Aurelien Geron's chapter 14Links to an external site..
We remind you that we do also have lab sessions on Thursdays 215-4pm at room FØ397
Bets wishes to you all,
Keran, Morten, and Ruben