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Deep Learning Course 2 of 6

Deep Learning Fundamentals - Premium Edition

Intuition Math Pseudocode

Level: Beginner

Instructor: Mandy

$49.99 $74.99 33% Off - Limited Offer
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Course thumbnail for Deep Learning Fundamentals - Premium Edition
Course Includes:

play_circle39 Video Lectures in 4K

timerWatch Duration: 7.8 Hours

article150 Pages of Lecture Notes

auto_storiesReading Time: 13 Hours

fact_check274 Quiz Questions

code372 Lines of Code

functions169 Inline Math Snippets

code43 Inline Code Snippets

auto_awesome230 Custom Visual Graphics

updateUpdated and Maintained

Deep Learning Fundamentals.

In this course, we introduce the foundational topics in the field of Deep Learning.

What you'll learn ...

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Understand the relationship between AI, machine learning, and deep learning

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Learn about all of the components that make up an artificial neural network

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Learn all the steps involved with training artificial neural networks

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Conceptualize how fundamental concepts are implemented in code via pseudocode examples

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Gain an understanding for optimization, gradient descent, and backpropagation

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Understand the learnable parameters within an artificial neural network

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Learn about the different categories of datasets in deep learning: training, validation, test

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Understand how to detect problems during the network training process

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Learn techniques to improve network training

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Understand the different categories of learning: supervised, unsupervised, semi-supervised

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Learn how to work with and preprocess image data

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Gain an understanding for all the components in a convolutional neural network (CNN)

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Learn exactly how convolutions work with image data to detect patterns

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Understand problems that can occur during CNN training and potential solutions

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Learn how transfer learning works to transfer knowledge gained by one network to another

Deep Learning Fundamentals Syllabus.

Learn the fundamental concepts and how deep learning models work.

Part 1 - DEEP LEARNING AND ARTIFICIAL NEURAL NETWORKS

Section 2 - Artificial Neural Networks

Lesson #4

Lesson thumbnail for Perceptrons Explained - Deep Learning
Perceptrons Explained - Deep Learning

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fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 08:17

auto_storiesReading Time: 8 Minutes

auto_awesomeCustom Visual Graphics: 3

Lesson #5

Lesson thumbnail for Intro To Artificial Neural Networks
Intro To Artificial Neural Networks

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fact_checkInteractive Quiz Questions: 13

codeInline Code Snippets: 1

timerWatch Duration: 17:55

auto_storiesReading Time: 23 Minutes

auto_awesomeCustom Visual Graphics: 5

codeLines of Code: 21

Lesson #6

Lesson thumbnail for Layers in Artificial Neural Networks Explained
Layers in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 9

codeInline Code Snippets: 2

functionsInline Math Snippets: 2

timerWatch Duration: 22:00

auto_storiesReading Time: 33 Minutes

auto_awesomeCustom Visual Graphics: 6

codeLines of Code: 20

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Lesson #7

Lesson thumbnail for Activation Functions in Artificial Neural Networks Explained
Activation Functions in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 9

codeInline Code Snippets: 4

functionsInline Math Snippets: 10

timerWatch Duration: 18:03

auto_storiesReading Time: 26 Minutes

auto_awesomeCustom Visual Graphics: 7

codeLines of Code: 24

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Lesson #8

Lesson thumbnail for Loss Functions in Artificial Neural Networks Explained
Loss Functions in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 1

functionsInline Math Snippets: 10

timerWatch Duration: 14:14

auto_storiesReading Time: 22 Minutes

auto_awesomeCustom Visual Graphics: 5

codeLines of Code: 4

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Lesson #9

Lesson thumbnail for Training Artificial Neural Networks Explained
Training Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 7

codeInline Code Snippets: 1

functionsInline Math Snippets: 2

timerWatch Duration: 08:49

auto_storiesReading Time: 17 Minutes

auto_awesomeCustom Visual Graphics: 4

codeLines of Code: 3

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Lesson #10

Lesson thumbnail for Batch Size & Epochs in Artificial Neural Networks Explained
Batch Size & Epochs in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 1

functionsInline Math Snippets: 1

timerWatch Duration: 12:19

auto_storiesReading Time: 21 Minutes

auto_awesomeCustom Visual Graphics: 3

codeLines of Code: 8

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Lesson #11

Lesson thumbnail for Optimization Algorithms in Artificial Neural Networks Explained
Optimization Algorithms in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 7

codeInline Code Snippets: 3

timerWatch Duration: 15:21

auto_storiesReading Time: 23 Minutes

auto_awesomeCustom Visual Graphics: 6

codeLines of Code: 21

Lesson #12

Lesson thumbnail for Learning Rates in Artificial Neural Networks Explained
Learning Rates in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 8

codeInline Code Snippets: 1

functionsInline Math Snippets: 1

timerWatch Duration: 08:26

auto_storiesReading Time: 16 Minutes

auto_awesomeCustom Visual Graphics: 4

codeLines of Code: 4

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Lesson #13

Lesson thumbnail for Backpropagation Intuition - Neural Network Training Explained
Backpropagation Intuition - Neural Network Training Explained

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fact_checkInteractive Quiz Questions: 6

functionsInline Math Snippets: 2

timerWatch Duration: 10:12

auto_storiesReading Time: 17 Minutes

auto_awesomeCustom Visual Graphics: 7

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Lesson #14

Lesson thumbnail for Bias in Artificial Neural Networks Explained
Bias in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 7

codeInline Code Snippets: 4

functionsInline Math Snippets: 3

timerWatch Duration: 23:01

auto_storiesReading Time: 25 Minutes

auto_awesomeCustom Visual Graphics: 14

codeLines of Code: 9

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Lesson #15

Lesson thumbnail for Learnable parameters in Artificial Neural Networks Explained
Learnable parameters in Artificial Neural Networks Explained

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fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 10:29

auto_storiesReading Time: 15 Minutes

auto_awesomeCustom Visual Graphics: 4

Section 3 - Additional Fundamental topics

Lesson #16

Lesson thumbnail for Datasets for Deep Learning - Training, Validation, & Test Sets Explained
Datasets for Deep Learning - Training, Validation, & Test Sets Explained

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fact_checkInteractive Quiz Questions: 12

codeInline Code Snippets: 1

functionsInline Math Snippets: 2

timerWatch Duration: 12:35

auto_storiesReading Time: 22 Minutes

auto_awesomeCustom Visual Graphics: 9

codeLines of Code: 16

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Lesson #17

Lesson thumbnail for Overfitting Explained - Artificial Neural Networks
Overfitting Explained - Artificial Neural Networks

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fact_checkInteractive Quiz Questions: 10

timerWatch Duration: 10:24

auto_storiesReading Time: 22 Minutes

auto_awesomeCustom Visual Graphics: 6

Lesson #18

Lesson thumbnail for Underfitting Explained - Artificial Neural Networks
Underfitting Explained - Artificial Neural Networks

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fact_checkInteractive Quiz Questions: 6

timerWatch Duration: 07:48

auto_storiesReading Time: 14 Minutes

auto_awesomeCustom Visual Graphics: 4

Lesson #19

Lesson thumbnail for Data Augmentation in Deep Learning Explained
Data Augmentation in Deep Learning Explained

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fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 1

functionsInline Math Snippets: 10

timerWatch Duration: 09:23

auto_storiesReading Time: 19 Minutes

auto_awesomeCustom Visual Graphics: 7

codeLines of Code: 23

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Lesson #20

Lesson thumbnail for Regularization in Deep Learning Explained
Regularization in Deep Learning Explained

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fact_checkInteractive Quiz Questions: 10

functionsInline Math Snippets: 6

timerWatch Duration: 09:11

auto_storiesReading Time: 18 Minutes

auto_awesomeCustom Visual Graphics: 6

updateUpdated and Maintained

Lesson #21

Lesson thumbnail for Supervised Learning Explained
Supervised Learning Explained

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fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 1

timerWatch Duration: 04:54

auto_storiesReading Time: 11 Minutes

auto_awesomeCustom Visual Graphics: 4

codeLines of Code: 12

Lesson #22

Lesson thumbnail for Unsupervised Learning Explained
Unsupervised Learning Explained

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fact_checkInteractive Quiz Questions: 7

codeInline Code Snippets: 1

timerWatch Duration: 09:25

auto_storiesReading Time: 20 Minutes

auto_awesomeCustom Visual Graphics: 6

codeLines of Code: 11

Lesson #23

Lesson thumbnail for Semi-supervised Learning Explained
Semi-supervised Learning Explained

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fact_checkInteractive Quiz Questions: 6

codeInline Code Snippets: 3

timerWatch Duration: 06:25

auto_storiesReading Time: 12 Minutes

auto_awesomeCustom Visual Graphics: 5

codeLines of Code: 28

Part 2 - CONVOLUTIONAL NEURAL NETWORKS (CNNS)

Section 2 - How CNNs work

Lesson #27

Lesson thumbnail for Convolutional Neural Networks (CNNs) Explained
Convolutional Neural Networks (CNNs) Explained

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fact_checkInteractive Quiz Questions: 8

codeInline Code Snippets: 1

functionsInline Math Snippets: 14

timerWatch Duration: 21:29

auto_storiesReading Time: 40 Minutes

auto_awesomeCustom Visual Graphics: 15

codeLines of Code: 8

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Lesson #28

Lesson thumbnail for Convolutions in Deep Learning - Interactive Demo App
Convolutions in Deep Learning - Interactive Demo App

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fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 13:26

auto_storiesReading Time: 2 Minutes

auto_awesomeCustom Visual Graphics: 1

Lesson #29

Lesson thumbnail for How Convolutional Filters Detect Patterns - CNNs Explained
How Convolutional Filters Detect Patterns - CNNs Explained

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fact_checkInteractive Quiz Questions: 5

functionsInline Math Snippets: 4

timerWatch Duration: 12:30

auto_storiesReading Time: 18 Minutes

auto_awesomeCustom Visual Graphics: 12

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Lesson #30

Lesson thumbnail for Convolutional Layers vs. Fully Connected Layers Explained - Deep Learning
Convolutional Layers vs. Fully Connected Layers Explained - Deep Learning

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fact_checkInteractive Quiz Questions: 8

functionsInline Math Snippets: 5

timerWatch Duration: 11:51

auto_storiesReading Time: 16 Minutes

auto_awesomeCustom Visual Graphics: 10

updateUpdated and Maintained

Lesson #31

Lesson thumbnail for Zero Padding in Neural Networks Explained
Zero Padding in Neural Networks Explained

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fact_checkInteractive Quiz Questions: 10

codeInline Code Snippets: 5

functionsInline Math Snippets: 15

timerWatch Duration: 10:44

auto_storiesReading Time: 30 Minutes

auto_awesomeCustom Visual Graphics: 3

codeLines of Code: 46

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Lesson #32

Lesson thumbnail for Max Pooling in Neural Networks Explained
Max Pooling in Neural Networks Explained

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fact_checkInteractive Quiz Questions: 10

codeInline Code Snippets: 2

functionsInline Math Snippets: 15

timerWatch Duration: 12:00

auto_storiesReading Time: 23 Minutes

auto_awesomeCustom Visual Graphics: 6

codeLines of Code: 25

updateUpdated and Maintained

Lesson #33

Lesson thumbnail for Max Pooling in Deep Learning - Interactive Demo App
Max Pooling in Deep Learning - Interactive Demo App

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fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 07:07

auto_storiesReading Time: 3 Minutes

auto_awesomeCustom Visual Graphics: 1

Lesson #34

Lesson thumbnail for Batch Normalization in Neural Networks Explained
Batch Normalization in Neural Networks Explained

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fact_checkInteractive Quiz Questions: 12

codeInline Code Snippets: 1

functionsInline Math Snippets: 14

timerWatch Duration: 10:41

auto_storiesReading Time: 21 Minutes

auto_awesomeCustom Visual Graphics: 4

codeLines of Code: 10

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Lesson #35

Lesson thumbnail for Learnable Parameters in Convolutional Neural Networks Explained
Learnable Parameters in Convolutional Neural Networks Explained

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fact_checkInteractive Quiz Questions: 8

codeInline Code Snippets: 2

functionsInline Math Snippets: 19

timerWatch Duration: 15:47

auto_storiesReading Time: 30 Minutes

auto_awesomeCustom Visual Graphics: 9

codeLines of Code: 13

updateUpdated and Maintained