Search for tag: "training"

Advanced Machine Learning 2022 - day 27 Cycle GANs

HW 8 introduction; Cycle GANs

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Advanced Machine Learning 2022 - day 26 Generative Adversarial Networks

Generative Adversarial Networks

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Advanced Machine Learning 2022 - day 20 Machine Translation

Machine Translation; Attention

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Advanced Machine Learning 2022 - HW3 Code Discussion

Zoom Recording ID: 97315189191 UUID: mnFo3jbAQBakR6XILsDh7Q== Meeting Time: 2022-02-28 07:35:29pm

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Advanced Machine Learning 2022 - Generators

Generators, ImageDataGenerators

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Advanced Machine Learning 2022 - HW3 Intro

Homework 3

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Advanced Machine Learning 2022 - day 12 Convolutional Neural Networks

Convolutional neural networks: first code, 2D convolution; Dropout; First image classification architecture

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Advanced Machine Learning 2022 - day 11 Convolutional Neural Networks

HW 1; Two-sample vs paired sample hypothesis tests. Convolutional Neural Networks

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Advanced Machine Learning 2022 - HW2, part 2

HW2, part 2

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Advanced Machine Learning 2022 - HW2, part 1

HW2 introduction

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Advanced Machine Learning 2022 - day 10 Regularization and Dropout

L1 and L2 Regularization, Dropout, including regularization in Keras models

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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 08 Supplemental HW1 Code

Experiment control code for HW1; Cross-Validation with variations in training set size.

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Advanced Machine Learning 2022 - day 08 Supplemental Cross-Validation

Cross-Validation for examining model sensitivity for training set size. HW 1

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Advanced Machine Learning 2022 - day 08 Cross-Validation

Cross-Validation; large-scale experiment design; HW 1

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Advanced Machine Learning 2022 - day 06 Implementing DL Experiments

Writing python files that are supercomputer-ready; saving/retrieving experiment state to/from pickle files; command-line execution of experiments

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