Loading...

Deep Learning Course

Deep Learning Fundamentals - Premium Edition

Beginner Friendly Intuitive Explanations Mathematically Focused Theory Based

Level: Beginner

Instructor: Mandy

$79.99 $99.99 20% Off - Limited Offer
Enrolled
Course thumbnail for Deep Learning Fundamentals - Premium Edition
What's Included:
play_circle 39 Video Lectures
code 378 Lines of Code
timer Watch Duration: 7.8 Hours
functions 169 Inline Math Snippets
article 143 Pages of Lecture Notes
code 43 Inline Code Snippets
auto_stories Reading Time: 7 Hours
auto_awesome 230 Custom Visual Graphics
fact_check 271 Quiz Questions
update Updated and Maintained

Deep Learning Fundamentals.

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

What you'll learn ...

done_outline

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

done_outline

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

done_outline

Learn all the steps involved with training artificial neural networks

done_outline

Conceptualize how fundamental concepts are implemented in code via pseudocode examples

done_outline

Gain an understanding for optimization, gradient descent, and backpropagation

done_outline

Understand the learnable parameters within an artificial neural network

done_outline

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

done_outline

Understand how to detect problems during the network training process

done_outline

Learn techniques to improve network training

done_outline

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

done_outline

Learn how to work with and preprocess image data

done_outline

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

done_outline

Learn exactly how convolutions work with image data to detect patterns

done_outline

Understand problems that can occur during CNN training and potential solutions

done_outline

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
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:17
articleFull Lecture Notes
auto_storiesReading Time: 5 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 3

Lesson #5

Lesson thumbnail for Intro To Artificial Neural Networks
Intro To Artificial Neural Networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 17:55
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 11
auto_awesomeCustom Visual Graphics: 5
codeInline Code Snippets: 1
codeLines of Code: 27

Lesson #6

Lesson thumbnail for Layers in Artificial Neural Networks Explained
Layers in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 22:00
articleFull Lecture Notes
auto_storiesReading Time: 19 Minutes
fact_checkInteractive Quiz Questions: 8
auto_awesomeCustom Visual Graphics: 6
codeInline Code Snippets: 2
codeLines of Code: 20
functionsInline Math Snippets: 2
updateUpdated and Maintained

Lesson #7

Lesson thumbnail for Activation Functions in Artificial Neural Networks Explained
Activation Functions in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 18:03
articleFull Lecture Notes
auto_storiesReading Time: 14 Minutes
fact_checkInteractive Quiz Questions: 9
auto_awesomeCustom Visual Graphics: 7
codeInline Code Snippets: 4
codeLines of Code: 24
functionsInline Math Snippets: 10
updateUpdated and Maintained

Lesson #8

Lesson thumbnail for Loss Functions in Artificial Neural Networks Explained
Loss Functions in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 14:14
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 5
codeInline Code Snippets: 1
codeLines of Code: 4
functionsInline Math Snippets: 10
updateUpdated and Maintained

Lesson #9

Lesson thumbnail for Training Artificial Neural Networks Explained
Training Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:49
articleFull Lecture Notes
auto_storiesReading Time: 10 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 4
codeInline Code Snippets: 1
codeLines of Code: 3
functionsInline Math Snippets: 2
updateUpdated and Maintained

Lesson #10

Lesson thumbnail for Batch Size & Epochs in Artificial Neural Networks Explained
Batch Size & Epochs in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 12:19
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 3
codeInline Code Snippets: 1
codeLines of Code: 8
functionsInline Math Snippets: 1
updateUpdated and Maintained

Lesson #11

Lesson thumbnail for Optimization Algorithms in Artificial Neural Networks Explained
Optimization Algorithms in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 15:21
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 6
codeInline Code Snippets: 3
codeLines of Code: 21

Lesson #12

Lesson thumbnail for Learning Rates in Artificial Neural Networks Explained
Learning Rates in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:26
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
fact_checkInteractive Quiz Questions: 8
auto_awesomeCustom Visual Graphics: 4
codeInline Code Snippets: 1
codeLines of Code: 4
functionsInline Math Snippets: 1
updateUpdated and Maintained

Lesson #13

Lesson thumbnail for Backpropagation Intuition - Neural Network Training Explained
Backpropagation Intuition - Neural Network Training Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:12
articleFull Lecture Notes
auto_storiesReading Time: 10 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 7
functionsInline Math Snippets: 2
updateUpdated and Maintained

Lesson #14

Lesson thumbnail for Bias in Artificial Neural Networks Explained
Bias in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 23:01
articleFull Lecture Notes
auto_storiesReading Time: 15 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 14
codeInline Code Snippets: 4
codeLines of Code: 9
functionsInline Math Snippets: 3
updateUpdated and Maintained

Lesson #15

Lesson thumbnail for Learnable parameters in Artificial Neural Networks Explained
Learnable parameters in Artificial Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:29
articleFull Lecture Notes
auto_storiesReading Time: 8 Minutes
fact_checkInteractive Quiz Questions: 5
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
play_circleOn-Demand Video Lecture
timerWatch Duration: 12:35
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 12
auto_awesomeCustom Visual Graphics: 9
codeInline Code Snippets: 1
codeLines of Code: 16
functionsInline Math Snippets: 2
updateUpdated and Maintained

Lesson #17

Lesson thumbnail for Overfitting Explained - Artificial Neural Networks
Overfitting Explained - Artificial Neural Networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:24
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 10
auto_awesomeCustom Visual Graphics: 6

Lesson #18

Lesson thumbnail for Underfitting Explained - Artificial Neural Networks
Underfitting Explained - Artificial Neural Networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:48
articleFull Lecture Notes
auto_storiesReading Time: 8 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 4

Lesson #19

Lesson thumbnail for Data Augmentation in Deep Learning Explained
Data Augmentation in Deep Learning Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 09:23
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 7
codeInline Code Snippets: 1
codeLines of Code: 23
functionsInline Math Snippets: 10
updateUpdated and Maintained

Lesson #20

Lesson thumbnail for Regularization in Deep Learning Explained
Regularization in Deep Learning Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 09:11
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 10
auto_awesomeCustom Visual Graphics: 6
functionsInline Math Snippets: 6
updateUpdated and Maintained

Lesson #21

Lesson thumbnail for Supervised Learning Explained
Supervised Learning Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 04:54
articleFull Lecture Notes
auto_storiesReading Time: 6 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 4
codeInline Code Snippets: 1
codeLines of Code: 12

Lesson #22

Lesson thumbnail for Unsupervised Learning Explained
Unsupervised Learning Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 09:25
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 6
codeInline Code Snippets: 1
codeLines of Code: 11

Lesson #23

Lesson thumbnail for Semi-supervised Learning Explained
Semi-supervised Learning Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:25
articleFull Lecture Notes
auto_storiesReading Time: 7 Minutes
fact_checkInteractive Quiz Questions: 6
auto_awesomeCustom Visual Graphics: 5
codeInline Code Snippets: 3
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
play_circleOn-Demand Video Lecture
timerWatch Duration: 21:29
articleFull Lecture Notes
auto_storiesReading Time: 24 Minutes
fact_checkInteractive Quiz Questions: 8
auto_awesomeCustom Visual Graphics: 15
codeInline Code Snippets: 1
codeLines of Code: 8
functionsInline Math Snippets: 14
updateUpdated and Maintained

Lesson #28

Lesson thumbnail for Convolutions in Deep Learning - Interactive Demo App
Convolutions in Deep Learning - Interactive Demo App
play_circleOn-Demand Video Lecture
timerWatch Duration: 13:26
articleFull Lecture Notes
auto_storiesReading Time: 2 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 1

Lesson #29

Lesson thumbnail for How Convolutional Filters Detect Patterns - CNNs Explained
How Convolutional Filters Detect Patterns - CNNs Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 12:30
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 12
functionsInline Math Snippets: 4
updateUpdated and Maintained

Lesson #30

Lesson thumbnail for Convolutional Layers vs. Fully Connected Layers Explained - Deep Learning
Convolutional Layers vs. Fully Connected Layers Explained - Deep Learning
play_circleOn-Demand Video Lecture
timerWatch Duration: 11:51
articleFull Lecture Notes
auto_storiesReading Time: 10 Minutes
fact_checkInteractive Quiz Questions: 8
auto_awesomeCustom Visual Graphics: 10
functionsInline Math Snippets: 5
updateUpdated and Maintained

Lesson #31

Lesson thumbnail for Zero Padding in Neural Networks Explained
Zero Padding in Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:44
articleFull Lecture Notes
auto_storiesReading Time: 16 Minutes
fact_checkInteractive Quiz Questions: 10
auto_awesomeCustom Visual Graphics: 3
codeInline Code Snippets: 5
codeLines of Code: 46
functionsInline Math Snippets: 15
updateUpdated and Maintained

Lesson #32

Lesson thumbnail for Max Pooling in Neural Networks Explained
Max Pooling in Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 12:00
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 10
auto_awesomeCustom Visual Graphics: 6
codeInline Code Snippets: 2
codeLines of Code: 25
functionsInline Math Snippets: 15
updateUpdated and Maintained

Lesson #33

Lesson thumbnail for Max Pooling in Deep Learning - Interactive Demo App
Max Pooling in Deep Learning - Interactive Demo App
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:07
articleFull Lecture Notes
auto_storiesReading Time: 2 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 1

Lesson #34

Lesson thumbnail for Batch Normalization in Neural Networks Explained
Batch Normalization in Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:41
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
fact_checkInteractive Quiz Questions: 12
auto_awesomeCustom Visual Graphics: 4
codeInline Code Snippets: 1
codeLines of Code: 10
functionsInline Math Snippets: 14
updateUpdated and Maintained

Lesson #35

Lesson thumbnail for Learnable Parameters in Convolutional Neural Networks Explained
Learnable Parameters in Convolutional Neural Networks Explained
play_circleOn-Demand Video Lecture
timerWatch Duration: 15:47
articleFull Lecture Notes
auto_storiesReading Time: 16 Minutes
fact_checkInteractive Quiz Questions: 8
auto_awesomeCustom Visual Graphics: 9
codeInline Code Snippets: 2
codeLines of Code: 13
functionsInline Math Snippets: 19
updateUpdated and Maintained