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Advanced Machine Learning 2022 - day 23 Autoencoders

Autoencoders

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Advanced Machine Learning 2022 - Day 13 Convolutional Neural Network Architectures

Convolutional Neural Networks; building image recognition networks; categorical cross-entropy; binary cross-entropy

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Advanced Machine Learning 2022 - Generators

Generators, ImageDataGenerators

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Advanced Machine Learning 2022 - day 09 Training Larger Models

HW1 discussion, the vanishing gradient problem, selecting non-linearities, batch normalization, transfer learning

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Advanced Machine Learning 2022 - day 07 Deep Learning on the Supercomputer

OSCER Supercomputer, SLURM, batch files

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Advanced Machine Learning - Day 6

Python coding for the supercomputer

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