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Courses chevron_right Deep Learning chevron_right Premium

Deep Learning Course

PyTorch - Python Deep Learning Neural Network API

Intuition Math Code

Level: Intermediate

Instructor: Chris

$79.99 $99.99 20% Off - Limited Offer

Course thumbnail for PyTorch - Python Deep Learning Neural Network API

Course Includes:

play_circle43 Video Lectures

timerWatch Duration: 10.1 Hours

article96 Pages of Lecture Notes

auto_storiesReading Time: 10 Hours

fact_check261 Quiz Questions

code3144 Lines of Code

functions39 Inline Math Snippets

code410 Inline Code Snippets

auto_awesome18 Custom Visual Graphics

updateUpdated and Maintained

Deep Learning with PyTorch.

In this course, we learn how to leverage PyTorch to smoothly integrate deep learning into Python programs.

What you'll learn ...

done_outline

Learn how to install and configure PyTorch

done_outline

Intuitively understand tensors and how they are the data structures of deep learning

done_outline

Learn about tensor attributes like axes, rank, and shape

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Learn tensor operations that are heavily used in deep learning like flattening, reshaping, and squeezing

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Learn tensor operations by categories like reshaping ops, element-wise ops, reduction ops, and access ops

done_outline

Develop a fundamental understanding of datasets and dataset processing in PyTorch

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Understand the data preprocessing pipeline

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Learn about the Fashion MNIST dataset and how it relates to MNIST

done_outline

Develop of a deeper understanding of network design in general and in PyTorch

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Learn to debug PyTorch code using a debugger

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How to build PyTorch networks and training Loops

done_outline

Understand how to integrate TensorBoard with PyTorch

done_outline

Gain experience building a custom framework for experimentation and testing

done_outline

How to perform hyperparameter experimentation using a custom testing framework

done_outline

How to experiment with multiple network architectures using a custom build framework

Course Technologies.

In this course, we use Python, PyTorch, VS Code, Discord, and Jupyter.

Deep Learning with PyTorch Syllabus.

Learn intermediate concepts and how to use existing tools to develop and experiment with deep learning models.

Part 1 - TENSORS AND OPERATIONS

Section 1 - Introducing PyTorch

Lesson #1

PyTorch Prerequisites - Syllabus for Neural Network Programming Course

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 05:55

auto_storiesReading Time: 9 Minutes

auto_awesomeCustom Visual Graphics: 2

Lesson #2

PyTorch Explained - Python Deep Learning Neural Network API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 13

timerWatch Duration: 11:06

auto_storiesReading Time: 14 Minutes

auto_awesomeCustom Visual Graphics: 1

Lesson #3

PyTorch Install - Quick and Easy

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 9

codeLines of Code: 12

timerWatch Duration: 08:02

auto_storiesReading Time: 6 Minutes

codeInline Code Snippets: 3

updateUpdated and Maintained

Lesson #4

CUDA Explained - Why Deep Learning uses GPUs

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 14

codeInline Code Snippets: 2

timerWatch Duration: 13:33

auto_storiesReading Time: 20 Minutes

auto_awesomeCustom Visual Graphics: 2

codeLines of Code: 6

Section 2 - Introduction to Tensors

Lesson #5

Tensors Explained - Data Structures of Deep Learning

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeInline Code Snippets: 5

timerWatch Duration: 06:06

auto_storiesReading Time: 10 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 15

Lesson #6

Rank, Axes, and Shape Explained - Tensors for Deep Learning

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 19

codeLines of Code: 86

timerWatch Duration: 10:04

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 10

updateUpdated and Maintained

Lesson #7

CNN Tensor Shape Explained - Convolutional Neural Networks and Feature Maps

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

timerWatch Duration: 09:05

auto_storiesReading Time: 15 Minutes

updateUpdated and Maintained

Lesson #8

PyTorch Tensors Explained - Neural Network Programming

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 57

timerWatch Duration: 10:17

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 11

updateUpdated and Maintained

Lesson #9

Creating PyTorch Tensors for Deep Learning - Best Options

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 63

timerWatch Duration: 11:02

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 12

updateUpdated and Maintained

Section 3 - Introduction to Tensor Operations

Lesson #10

Flatten, Reshape, and Squeeze Explained - Tensors for Deep Learning with PyTorch

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 3

codeLines of Code: 116

timerWatch Duration: 10:19

auto_storiesReading Time: 19 Minutes

codeInline Code Snippets: 14

updateUpdated and Maintained

Lesson #11

CNN Flatten Operation Visualized - Tensor Batch Processing for Deep Learning

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 3

codeLines of Code: 141

timerWatch Duration: 10:59

auto_storiesReading Time: 17 Minutes

codeInline Code Snippets: 15

updateUpdated and Maintained

Lesson #12

Tensors for Deep Learning - Broadcasting and Element-wise Operations with PyTorch

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 155

timerWatch Duration: 13:04

auto_storiesReading Time: 15 Minutes

codeInline Code Snippets: 19

updateUpdated and Maintained

Lesson #13

Code for Deep Learning - ArgMax and Reduction Tensor Ops

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 7

codeLines of Code: 97

timerWatch Duration: 13:41

auto_storiesReading Time: 17 Minutes

codeInline Code Snippets: 14

updateUpdated and Maintained

Part 2 - NEURAL NETWORK TRAINING

Section 1 - Data and Data Processing

Lesson #14

Dataset for Deep Learning - Fashion MNIST

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 16:04

auto_storiesReading Time: 14 Minutes

updateUpdated and Maintained

Lesson #15

CNN Image Preparation Code Project - Learn to Extract, Transform, Load (ETL)

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 51

timerWatch Duration: 12:55

auto_storiesReading Time: 11 Minutes

codeInline Code Snippets: 5

updateUpdated and Maintained

Lesson #16

PyTorch Datasets and DataLoaders - Training Set Exploration for Deep Learning and AI

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 15

timerWatch Duration: 14:38

auto_storiesReading Time: 15 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 74

Section 2 - Neural Networks and PyTorch Design

Lesson #17

Build PyTorch CNN - Object Oriented Neural Networks

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 6

timerWatch Duration: 23:23

auto_storiesReading Time: 21 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 42

Lesson #18

CNN Layers - PyTorch Deep Neural Network Architecture

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 7

codeLines of Code: 19

timerWatch Duration: 11:30

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 2

updateUpdated and Maintained

Lesson #19

CNN Weights - Learnable Parameters in PyTorch Neural Networks

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 9

codeInline Code Snippets: 21

timerWatch Duration: 23:51

auto_storiesReading Time: 34 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 144

Lesson #20

Callable Neural Networks - Linear Layers in Depth

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 9

functionsInline Math Snippets: 2

timerWatch Duration: 13:21

auto_storiesReading Time: 12 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 63

updateUpdated and Maintained

Lesson #21

How to Debug PyTorch Source Code - Deep Learning in Python

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 24

timerWatch Duration: 13:00

auto_storiesReading Time: 4 Minutes

codeInline Code Snippets: 2

updateUpdated and Maintained

Lesson #22

CNN Forward Method - PyTorch Deep Learning Implementation

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 63

timerWatch Duration: 10:41

auto_storiesReading Time: 18 Minutes

codeInline Code Snippets: 6

functionsInline Math Snippets: 1

Lesson #23

CNN Image Prediction with PyTorch - Forward Propagation Explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 7

timerWatch Duration: 11:59

auto_storiesReading Time: 15 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 36

Lesson #24

Neural Network Batch Processing - Pass Image Batch to PyTorch CNN

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 8

timerWatch Duration: 10:24

auto_storiesReading Time: 11 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 46

Lesson #25

CNN Output Size Formula - Bonus Neural Network Debugging Session

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 10

codeLines of Code: 97

timerWatch Duration: 14:43

auto_storiesReading Time: 13 Minutes

codeInline Code Snippets: 12

functionsInline Math Snippets: 11

Section 3 - Training Neural Networks

Lesson #26

CNN Training with Code Example - Neural Network Programming Course

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 10

codeLines of Code: 50

timerWatch Duration: 18:18

auto_storiesReading Time: 11 Minutes

codeInline Code Snippets: 10

updateUpdated and Maintained

Lesson #27

CNN Training Loop Explained - Neural Network Code Project

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeLines of Code: 117

timerWatch Duration: 22:03

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 9

updateUpdated and Maintained

Lesson #28

CNN Confusion Matrix with PyTorch - Neural Network Programming

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 15

timerWatch Duration: 24:29

auto_storiesReading Time: 18 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 148

Lesson #29

Stack vs Concat in PyTorch, TensorFlow & NumPy - Deep Learning Tensor Ops

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 9

codeLines of Code: 232

timerWatch Duration: 16:50

auto_storiesReading Time: 19 Minutes

codeInline Code Snippets: 27

updateUpdated and Maintained

Lesson #30

TensorBoard with PyTorch - Visualize Deep Learning Metrics

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 11

codeLines of Code: 66

timerWatch Duration: 19:53

auto_storiesReading Time: 10 Minutes

codeInline Code Snippets: 10

updateUpdated and Maintained

Lesson #31

Hyperparameter Tuning and Experimenting - Training Deep Neural Networks

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 133

timerWatch Duration: 11:49

auto_storiesReading Time: 20 Minutes

codeInline Code Snippets: 17

updateUpdated and Maintained

Section 4 - Neural Network Experimentation

Lesson #32

Training Loop Run Builder - Neural Network Experimentation Code

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 115

timerWatch Duration: 08:53

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 24

functionsInline Math Snippets: 16

Lesson #33

CNN Training Loop Refactoring - Simultaneous Hyperparameter Testing

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 123

timerWatch Duration: 18:56

auto_storiesReading Time: 23 Minutes

codeInline Code Snippets: 16

updateUpdated and Maintained

Lesson #34

PyTorch DataLoader num_workers - Deep Learning Speed Limit Increase

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 3

timerWatch Duration: 06:38

auto_storiesReading Time: 8 Minutes

updateUpdated and Maintained

Lesson #35

PyTorch on the GPU - Training Neural Networks with CUDA

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeLines of Code: 147

timerWatch Duration: 16:39

auto_storiesReading Time: 21 Minutes

codeInline Code Snippets: 24

updateUpdated and Maintained

Lesson #36

PyTorch Dataset Normalization - torchvision.transforms.Normalize()

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeLines of Code: 88

timerWatch Duration: 26:12

auto_storiesReading Time: 17 Minutes

codeInline Code Snippets: 13

functionsInline Math Snippets: 6

Lesson #37

PyTorch DataLoader Source Code - Debugging Session

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 3

codeLines of Code: 39

timerWatch Duration: 22:18

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 8

updateUpdated and Maintained

Lesson #38

PyTorch Sequential Models - Neural Networks Made Easy

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 93

timerWatch Duration: 26:40

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 13

updateUpdated and Maintained

Lesson #39

Batch Norm in PyTorch - Add Normalization to Conv Net Layers

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeLines of Code: 45

timerWatch Duration: 20:19

auto_storiesReading Time: 7 Minutes

codeInline Code Snippets: 5

functionsInline Math Snippets: 3

Lesson #40

Reset Weights PyTorch Network - Deep Learning Course

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeInline Code Snippets: 9

timerWatch Duration: 16:22

auto_storiesReading Time: 9 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 139

Lesson #41

Training Multiple Networks - Deep Learning Course

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeInline Code Snippets: 9

timerWatch Duration: 09:04

auto_storiesReading Time: 8 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 124

Lesson #42

Max Pooling vs No Max Pooling - Deep Learning Course

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeInline Code Snippets: 3

timerWatch Duration: 07:57

auto_storiesReading Time: 4 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 78

Lesson #43

Deep Learning with PyTorch - Course Conclusion

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 04:07

auto_storiesReading Time: 3 Minutes

auto_awesomeCustom Visual Graphics: 2

PyTorch - Python Deep Learning Neural Network API

$79.99 $99.99 20% Off - Limited Offer

Enrolled

Course Includes:

Deep Learning with PyTorch.

What you'll learn ...

Course Technologies.

Deep Learning with PyTorch Syllabus.

Part 1 - TENSORS AND OPERATIONS

Section 1 - Introducing PyTorch

Lesson #1

PyTorch Prerequisites - Syllabus for Neural Network Programming Course

Lesson #2

PyTorch Explained - Python Deep Learning Neural Network API

Lesson #3

PyTorch Install - Quick and Easy

Lesson #4

CUDA Explained - Why Deep Learning uses GPUs

Section 2 - Introduction to Tensors

Lesson #5

Tensors Explained - Data Structures of Deep Learning

Lesson #6

Rank, Axes, and Shape Explained - Tensors for Deep Learning

Lesson #7

CNN Tensor Shape Explained - Convolutional Neural Networks and Feature Maps

Lesson #8

PyTorch Tensors Explained - Neural Network Programming

Lesson #9

Creating PyTorch Tensors for Deep Learning - Best Options

Section 3 - Introduction to Tensor Operations

Lesson #10

Flatten, Reshape, and Squeeze Explained - Tensors for Deep Learning with PyTorch

Lesson #11

CNN Flatten Operation Visualized - Tensor Batch Processing for Deep Learning

Lesson #12

Tensors for Deep Learning - Broadcasting and Element-wise Operations with PyTorch

Lesson #13

Code for Deep Learning - ArgMax and Reduction Tensor Ops

Part 2 - NEURAL NETWORK TRAINING

Section 1 - Data and Data Processing

Lesson #14

Dataset for Deep Learning - Fashion MNIST

Lesson #15

CNN Image Preparation Code Project - Learn to Extract, Transform, Load (ETL)

Lesson #16

PyTorch Datasets and DataLoaders - Training Set Exploration for Deep Learning and AI

Section 2 - Neural Networks and PyTorch Design

Lesson #17

Build PyTorch CNN - Object Oriented Neural Networks

Lesson #18

CNN Layers - PyTorch Deep Neural Network Architecture

Lesson #19

CNN Weights - Learnable Parameters in PyTorch Neural Networks

Lesson #20

Callable Neural Networks - Linear Layers in Depth

Lesson #21

How to Debug PyTorch Source Code - Deep Learning in Python

Lesson #22

CNN Forward Method - PyTorch Deep Learning Implementation

Lesson #23

CNN Image Prediction with PyTorch - Forward Propagation Explained

Lesson #24

Neural Network Batch Processing - Pass Image Batch to PyTorch CNN

Lesson #25

CNN Output Size Formula - Bonus Neural Network Debugging Session

Section 3 - Training Neural Networks

Lesson #26

CNN Training with Code Example - Neural Network Programming Course

Lesson #27

CNN Training Loop Explained - Neural Network Code Project

Lesson #28

CNN Confusion Matrix with PyTorch - Neural Network Programming

Lesson #29

Stack vs Concat in PyTorch, TensorFlow & NumPy - Deep Learning Tensor Ops

Lesson #30

TensorBoard with PyTorch - Visualize Deep Learning Metrics

Lesson #31

Hyperparameter Tuning and Experimenting - Training Deep Neural Networks

Section 4 - Neural Network Experimentation

Lesson #32