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Deep Learning Course

Generative Adversarial Networks - GANs Intro

Introducing Theory Mathematically Focused Coding Focused Project Based

Pytorch TensorFlow Jupyter Discord

Level: Advanced

Instructor: Mandy

$79.99 $99.99 20% Off - Limited Offer
Enrolled
Course thumbnail for Generative Adversarial Networks - GANs Intro
What's Included:
play_circle 34 Video Lectures
code 1855 Lines of Code
timer Watch Duration: 7.2 Hours
functions 113 Inline Math Snippets
article 83 Pages of Lecture Notes
code 234 Inline Code Snippets
auto_stories Reading Time: 7 Hours
auto_awesome 61 Custom Visual Graphics
fact_check 174 Quiz Questions
update Updated and Maintained

Generative Adversarial Networks.

In this course, we cover the intuition, math, and code behind GANs.

What you'll learn ...

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Learn about all of the components that make up a GAN

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Intuitively understand the inherent adversarial nature of GANs

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Learn about discriminative and generative models and their relation to GANs

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Learn the intuition and math behind upsampling algorithms and transposed convolutions

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Build and train GANs in code with both PyTorch and TensorFlow

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Develop a fundamental understanding of the entire GAN training process

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Understand the intuition and math behind BCE loss and how it's used for GANs

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Learn about Deep Convolutional GANs and how they're trained

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Develop complete GAN projects in code with both PyTorch and TensorFlow

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Learn the intuition and code underlying neural network computational graphs

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Gain an understanding of important coding concepts demoed in Python

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Understand important GAN concepts via intuitive customized graphics and demos

Introduction to GANs Syllabus.

Learn the fundamental concepts and how to use the existing technology tools to develop deep learning models.

Part 1 - Generative Adversarial Networks - GANs Intro

Section 1 - GAN Components

Section 2 - GAN Training

Lesson #6

Lesson thumbnail for Upsampling Explained - Use in GANs
Upsampling Explained - Use in GANs
play_circleOn-Demand Video Lecture
timerWatch Duration: 09:02
articleFull Lecture Notes
auto_storiesReading Time: 10 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 6

Lesson #7

Lesson thumbnail for Interactive Upsampling App
Interactive Upsampling App
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:16
articleFull Lecture Notes
auto_storiesReading Time: 2 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 1

Lesson #8

Lesson thumbnail for Upsampling Code Demo with Neural Network APIs
Upsampling Code Demo with Neural Network APIs
play_circleOn-Demand Video Lecture
timerWatch Duration: 15:17
articleFull Lecture Notes
auto_storiesReading Time: 20 Minutes
fact_checkInteractive Quiz Questions: 6
codeInline Code Snippets: 39
codeLines of Code: 163
updateUpdated and Maintained

Lesson #9

Lesson thumbnail for Transposed Convolutions Explained - Use in GANs
Transposed Convolutions Explained - Use in GANs
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:51
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 13

Lesson #10

Lesson thumbnail for Interactive Transposed Convolution App
Interactive Transposed Convolution App
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:40
articleFull Lecture Notes
auto_storiesReading Time: 2 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 1

Lesson #11

Lesson thumbnail for Transposed Convolution Code Demo with Neural Network APIs
Transposed Convolution Code Demo with Neural Network APIs
play_circleOn-Demand Video Lecture
timerWatch Duration: 12:11
articleFull Lecture Notes
auto_storiesReading Time: 14 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 25
codeLines of Code: 104
updateUpdated and Maintained

Lesson #12

Lesson thumbnail for Binary Cross Entropy (BCE) Loss for GANs - Intuitive Introduction
Binary Cross Entropy (BCE) Loss for GANs - Intuitive Introduction
play_circleOn-Demand Video Lecture
timerWatch Duration: 05:34
articleFull Lecture Notes
auto_storiesReading Time: 8 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 5
functionsInline Math Snippets: 2
updateUpdated and Maintained

Lesson #13

Lesson thumbnail for Binary Cross Entropy (BCE) Loss for GANs - Mathematical Introduction
Binary Cross Entropy (BCE) Loss for GANs - Mathematical Introduction
play_circleOn-Demand Video Lecture
timerWatch Duration: 16:07
articleFull Lecture Notes
auto_storiesReading Time: 10 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 2
functionsInline Math Snippets: 40
updateUpdated and Maintained

Lesson #14

Lesson thumbnail for Binary Cross Entropy (BCE) Loss for GANs - The Minimax Game
Binary Cross Entropy (BCE) Loss for GANs - The Minimax Game
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:26
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 4
functionsInline Math Snippets: 20
updateUpdated and Maintained

Lesson #15

Lesson thumbnail for GAN Training Explained
GAN Training Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 14:47
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 5
functionsInline Math Snippets: 17
updateUpdated and Maintained

Part 2 - GAN CODE PROJECT

Section 2 - DCGAN PyTorch Code Implementation

Lesson #20

Lesson thumbnail for DCGAN PyTorch Project - Data Processing and Hyperparameters
DCGAN PyTorch Project - Data Processing and Hyperparameters
play_circleOn-Demand Video Lecture
timerWatch Duration: 11:58
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 8
codeLines of Code: 53
updateUpdated and Maintained

Lesson #21

Lesson thumbnail for DCGAN PyTorch Project - Build Generator and Discriminator Networks
DCGAN PyTorch Project - Build Generator and Discriminator Networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 15:58
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 10
codeLines of Code: 149
updateUpdated and Maintained

Lesson #22

Lesson thumbnail for DCGAN Project - Tracking GAN Training Performance
DCGAN Project - Tracking GAN Training Performance
play_circleOn-Demand Video Lecture
timerWatch Duration: 17:25
articleFull Lecture Notes
auto_storiesReading Time: 14 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 12
codeLines of Code: 124
updateUpdated and Maintained

Lesson #23

Lesson thumbnail for DCGAN PyTorch Project - Training GAN on MNIST
DCGAN PyTorch Project - Training GAN on MNIST
play_circleOn-Demand Video Lecture
timerWatch Duration: 23:47
articleFull Lecture Notes
auto_storiesReading Time: 23 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 1
codeInline Code Snippets: 10
codeLines of Code: 81
functionsInline Math Snippets: 7
updateUpdated and Maintained

Lesson #24

Lesson thumbnail for DCGAN PyTorch Project - Visualize Training Results
DCGAN PyTorch Project - Visualize Training Results
play_circleOn-Demand Video Lecture
timerWatch Duration: 19:48
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 6
codeInline Code Snippets: 4
codeLines of Code: 68
updateUpdated and Maintained

Lesson #25

Lesson thumbnail for DCGAN PyTorch Project - Training GAN on Faces
DCGAN PyTorch Project - Training GAN on Faces
play_circleOn-Demand Video Lecture
timerWatch Duration: 23:42
articleFull Lecture Notes
auto_storiesReading Time: 19 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 14
codeLines of Code: 239
updateUpdated and Maintained

Section 3 - DCGAN TensorFlow Code Implementation

Lesson #26

Lesson thumbnail for DCGAN TensorFlow Project - Data Processing and Hyperparameters
DCGAN TensorFlow Project - Data Processing and Hyperparameters
play_circleOn-Demand Video Lecture
timerWatch Duration: 12:53
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 8
codeLines of Code: 44
updateUpdated and Maintained

Lesson #27

Lesson thumbnail for DCGAN TensorFlow Project - Build Generator and Discriminator Networks
DCGAN TensorFlow Project - Build Generator and Discriminator Networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 11:33
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 6
codeLines of Code: 182
updateUpdated and Maintained

Lesson #28

Lesson thumbnail for DCGAN TensorFlow Project - Training GAN on MNIST
DCGAN TensorFlow Project - Training GAN on MNIST
play_circleOn-Demand Video Lecture
timerWatch Duration: 17:19
articleFull Lecture Notes
auto_storiesReading Time: 23 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 1
codeInline Code Snippets: 10
codeLines of Code: 79
functionsInline Math Snippets: 7
updateUpdated and Maintained

Lesson #29

Lesson thumbnail for DCGAN TensorFlow Project - Visualize Training Results
DCGAN TensorFlow Project - Visualize Training Results
play_circleOn-Demand Video Lecture
timerWatch Duration: 17:05
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 6
codeInline Code Snippets: 2
codeLines of Code: 37
updateUpdated and Maintained

Lesson #30

Lesson thumbnail for DCGAN TensorFlow Project - Training GAN on Faces
DCGAN TensorFlow Project - Training GAN on Faces
play_circleOn-Demand Video Lecture
timerWatch Duration: 28:52
articleFull Lecture Notes
auto_storiesReading Time: 22 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 15
codeLines of Code: 199
updateUpdated and Maintained