Loading...

Deep Learning Course 5 of 5

Introduction to Generative Adversarial Networks

Intuition Math Code

Level: Advanced

Instructor: Mandy

$149.99 $199.99 25% Off - Limited Offer
Enrolled
Course thumbnail for Introduction to Generative Adversarial Networks
Libraries:
PyTorch logo
TensorFlow logo
Course Includes:

play_circle34 Video Lectures in 4K

timerWatch Duration: 7.2 Hours

article100 Pages of Lecture Notes

auto_storiesReading Time: 14 Hours

fact_check172 Quiz Questions

code1855 Lines of Code

functions115 Inline Math Snippets

code234 Inline Code Snippets

auto_awesome61 Custom Visual Graphics

updateUpdated and Maintained

Generative Adversarial Networks.

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

What you'll learn ...

done_outline

Learn about all of the components that make up a GAN

done_outline

Intuitively understand the inherent adversarial nature of GANs

done_outline

Learn about discriminative and generative models and their relation to GANs

done_outline

Learn the intuition and math behind upsampling algorithms and transposed convolutions

done_outline

Build and train GANs in code with both PyTorch and TensorFlow

done_outline

Develop a fundamental understanding of the entire GAN training process

done_outline

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

done_outline

Learn about Deep Convolutional GANs and how they're trained

done_outline

Develop complete GAN projects in code with both PyTorch and TensorFlow

done_outline

Learn the intuition and code underlying neural network computational graphs

done_outline

Gain an understanding of important coding concepts demoed in Python

done_outline

Understand important GAN concepts via intuitive customized graphics and demos

Course Technologies.

Our courses use Python, modern deep learning APIs, TensorFlow and PyTorch, Discord, and Jupyter.

TensorFlow logo Python logo Jupyter logo Discord logo PyTorch logo

Introduction to GANs Syllabus.

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

Part 1 - Introduction to Generative Adversarial Networks

Section 1 - GAN Components

Lesson #1

Lesson thumbnail for Intro to Generative Adversarial Networks (GANS) - New Course Release
Intro to Generative Adversarial Networks (GANS) - New Course Release

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 11:44

auto_storiesReading Time: 24 Minutes

updateUpdated and Maintained

Lesson #2

Lesson thumbnail for GAN Course Introduction - Intuitive Intro To Generative Adversarial Networks
GAN Course Introduction - Intuitive Intro To Generative Adversarial Networks

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 13:17

auto_storiesReading Time: 32 Minutes

auto_awesomeCustom Visual Graphics: 3

Lesson #3

Lesson thumbnail for The Adversarial Relationship in a Generative Adversarial Network (GAN)
The Adversarial Relationship in a Generative Adversarial Network (GAN)

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

timerWatch Duration: 06:30

auto_storiesReading Time: 18 Minutes

auto_awesomeCustom Visual Graphics: 5

Lesson #4

Lesson thumbnail for GAN Discriminator Network - Discriminative Models
GAN Discriminator Network - Discriminative Models

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

functionsInline Math Snippets: 7

timerWatch Duration: 05:41

auto_storiesReading Time: 18 Minutes

auto_awesomeCustom Visual Graphics: 4

updateUpdated and Maintained

Lesson #5

Lesson thumbnail for GAN Generator Network - Generative Models
GAN Generator Network - Generative Models

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

functionsInline Math Snippets: 6

timerWatch Duration: 08:33

auto_storiesReading Time: 26 Minutes

auto_awesomeCustom Visual Graphics: 6

updateUpdated and Maintained

Section 2 - GAN Training

Lesson #6

Lesson thumbnail for Upsampling Explained - Use in GANs
Upsampling Explained - Use in GANs

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 09:02

auto_storiesReading Time: 16 Minutes

auto_awesomeCustom Visual Graphics: 6

Lesson #7

Lesson thumbnail for Interactive Upsampling Demo
Interactive Upsampling Demo

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

timerWatch Duration: 06:16

auto_storiesReading Time: 1 Minutes

Lesson #8

Lesson thumbnail for Upsampling Code Demo with Neural Network APIs
Upsampling Code Demo with Neural Network APIs

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 163

timerWatch Duration: 15:17

auto_storiesReading Time: 41 Minutes

codeInline Code Snippets: 39

updateUpdated and Maintained

Lesson #9

Lesson thumbnail for Transposed Convolutions Explained - Use in GANs
Transposed Convolutions Explained - Use in GANs

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 10:51

auto_storiesReading Time: 21 Minutes

auto_awesomeCustom Visual Graphics: 13

Lesson #10

Lesson thumbnail for Interactive Transposed Convolution Demo
Interactive Transposed Convolution Demo

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

timerWatch Duration: 07:40

auto_storiesReading Time: 1 Minutes

Lesson #11

Lesson thumbnail for Transposed Convolution Code Demo with Neural Network APIs
Transposed Convolution Code Demo with Neural Network APIs

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 104

timerWatch Duration: 12:11

auto_storiesReading Time: 27 Minutes

codeInline Code Snippets: 25

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 7

functionsInline Math Snippets: 2

timerWatch Duration: 05:34

auto_storiesReading Time: 17 Minutes

auto_awesomeCustom Visual Graphics: 5

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

functionsInline Math Snippets: 40

timerWatch Duration: 16:07

auto_storiesReading Time: 18 Minutes

auto_awesomeCustom Visual Graphics: 2

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 7

functionsInline Math Snippets: 20

timerWatch Duration: 10:26

auto_storiesReading Time: 17 Minutes

auto_awesomeCustom Visual Graphics: 4

updateUpdated and Maintained

Lesson #15

Lesson thumbnail for GAN Training Explained
GAN Training Explained

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

functionsInline Math Snippets: 19

timerWatch Duration: 14:47

auto_storiesReading Time: 23 Minutes

auto_awesomeCustom Visual Graphics: 5

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 53

timerWatch Duration: 11:58

auto_storiesReading Time: 22 Minutes

codeInline Code Snippets: 8

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 149

timerWatch Duration: 15:58

auto_storiesReading Time: 28 Minutes

codeInline Code Snippets: 10

updateUpdated and Maintained

Lesson #22

Lesson thumbnail for DCGAN Project - Tracking GAN Training Performance
DCGAN Project - Tracking GAN Training Performance

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 124

timerWatch Duration: 17:25

auto_storiesReading Time: 30 Minutes

codeInline Code Snippets: 12

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 10

functionsInline Math Snippets: 7

timerWatch Duration: 23:47

auto_storiesReading Time: 44 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 81

updateUpdated and Maintained

Lesson #24

Lesson thumbnail for DCGAN PyTorch Project - Visualize Training Results
DCGAN PyTorch Project - Visualize Training Results

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 68

timerWatch Duration: 19:48

auto_storiesReading Time: 23 Minutes

codeInline Code Snippets: 4

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 239

timerWatch Duration: 23:42

auto_storiesReading Time: 39 Minutes

codeInline Code Snippets: 14

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 44

timerWatch Duration: 12:53

auto_storiesReading Time: 23 Minutes

codeInline Code Snippets: 8

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 182

timerWatch Duration: 11:33

auto_storiesReading Time: 26 Minutes

codeInline Code Snippets: 6

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 10

functionsInline Math Snippets: 7

timerWatch Duration: 17:19

auto_storiesReading Time: 46 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 79

updateUpdated and Maintained

Lesson #29

Lesson thumbnail for DCGAN TensorFlow Project - Visualize Training Results
DCGAN TensorFlow Project - Visualize Training Results

play_circleOn-Demand 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 37

timerWatch Duration: 17:05

auto_storiesReading Time: 21 Minutes

codeInline Code Snippets: 2

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 4K Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 199

timerWatch Duration: 28:52

auto_storiesReading Time: 43 Minutes

codeInline Code Snippets: 15

updateUpdated and Maintained