Search for tag: "function"

Advanced Machine Learning 2022 - day 28 Style Transfer

Image gradients; Style Transfer

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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 25 Variational Autoencoders

Variational Autoencoders

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Advanced Machine Learning 2022 - day 18 Gated Recurrent Networks

Gated Recurrent Networks. Hierarchical recurrent networks.

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Advanced Machine Learning 2022 - day 17 Recurrent Neural Networks and Gating

Homework 4; recurrent neural networks; mathematics of gating

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Introduction to Linear Models - CS 5003 - Diochnos

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Advanced Machine Learning 2022 - day 14 Convolutional Neural Netowrks

Convolutional neural networks; data augmentation; ImageDataGenerator; creating branching networks

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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 - 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 - 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 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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Advanced Machine Learning 2022 - day 05 First Learning Experiment

Using Jupyter Lab, Building an XOR network

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