Deep Learning Course
Deep Learning Dictionary - Lightweight Crash Course
Concise Coverage Intuitive Explanations
Level: Beginner
Instructor: Mandy
$39.99 $49.99 20% Off - Limited Offer
Enrolled

Course Includes:
69 Video Lectures
Watch Duration: 3.9 Hours
90 Pages of Lecture Notes
Reading Time: 4 Hours
69 Quiz Questions
60 Lines of Code
108 Inline Math Snippets
8 Inline Code Snippets
157 Custom Visual Graphics
Updated and Maintained
What you'll learn ...
Learn about the fields of AI, machine learning, and deep learning
Gain an understanding for the various components that make up an artificial neural network
Understand computer vision and how artificial neural networks achieve it
Learn about the artificial neural network training process
Understand how to prepare and pass data as input to a neural network
Learn about network optimization, gradient descent, and backpropagation
Understand the learnable parameters within an artificial neural network and how the network optimizes for them
Learn about different network processes and their corresponding datasets: training, validation, testing
Understand how to detect and approach problems that may arise during network training
Learn techniques to improve and stabilize network training
Understand the different categories of learning: supervised, unsupervised, semi-supervised
Gain an understanding for all the components in a convolutional neural network (CNN)
Learn how convolutional filters process image data
Understand the general architecture of a CNN
Learn how transfer learning works to transfer knowledge gained by one network to another
Part 1 - ARTIFICIAL NEURAL NETWORKS
Section 1 - Intro to Deep Learning
Lesson #1

Deeplizard's Deep Learning Dictionary - Course Intro
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 02:01
Reading Time: 5 Minutes
Custom Visual Graphics: 1
Lesson #2

Artificial Intelligence (AI) - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:21
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lesson #3

Narrow AI vs. AGI - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 03:01
Reading Time: 5 Minutes
Custom Visual Graphics: 2
Lesson #4

Machine Learning - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Code Snippets: 2
Watch Duration: 04:25
Reading Time: 5 Minutes
Custom Visual Graphics: 1
Lines of Code: 31
Lesson #5

Deep Learning - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 01:54
Reading Time: 3 Minutes
Custom Visual Graphics: 3
Lesson #6

Computer Vision - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:55
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Section 2 - Artificial Neural Networks
Lesson #7

Perceptrons - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:58
Reading Time: 2 Minutes
Custom Visual Graphics: 1
Lesson #8

Artificial Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:28
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Lesson #9

Neural Network Layers - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 03:00
Reading Time: 4 Minutes
Custom Visual Graphics: 1
Lesson #10

Neural Network Nodes - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 04:07
Reading Time: 2 Minutes
Custom Visual Graphics: 2
Lesson #11

Neural Network Weights - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 03:00
Reading Time: 2 Minutes
Custom Visual Graphics: 2
Lesson #12

Activation Functions - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 05:20
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Lesson #13

Sigmoid Activation Function - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 4
Watch Duration: 02:51
Reading Time: 2 Minutes
Custom Visual Graphics: 1
Updated and Maintained
Lesson #14

Relu Activation Function - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 10
Watch Duration: 02:46
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Updated and Maintained
Lesson #15

Softmax Activation Function - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 5
Watch Duration: 02:05
Reading Time: 2 Minutes
Custom Visual Graphics: 1
Updated and Maintained
Lesson #16

Multilayer Perceptrons (MLP) - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:43
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lesson #17

Universal Approximation Theorem - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:08
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Section 3 - Neural Network Training
Lesson #18

Input Samples, Features, Labels - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 03:43
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #19

Neural Network Forward Pass - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:30
Reading Time: 4 Minutes
Custom Visual Graphics: 2
Lesson #20

Neural Network Loss Functions - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:21
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Lesson #21

Categorical Cross Entropy Loss - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 5
Watch Duration: 06:52
Reading Time: 4 Minutes
Custom Visual Graphics: 2
Updated and Maintained
Lesson #22

Neural Network Training - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 04:50
Reading Time: 5 Minutes
Custom Visual Graphics: 3
Lesson #23

Neural Network Optimization Algorithms - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 05:10
Reading Time: 6 Minutes
Custom Visual Graphics: 3
Lesson #24

Neural Network Batch Size - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:48
Reading Time: 5 Minutes
Custom Visual Graphics: 2
Lesson #25

Neural Network Training Epoch - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 03:41
Reading Time: 5 Minutes
Custom Visual Graphics: 1
Updated and Maintained
Lesson #26

Batch Gradient Descent - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Code Snippets: 1
Watch Duration: 03:00
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lines of Code: 6
Lesson #27

Stochastic Gradient Descent (SGD) - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Code Snippets: 1
Watch Duration: 02:46
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lines of Code: 7
Lesson #28

Mini Batch Gradient Descent (SGD) - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Code Snippets: 1
Watch Duration: 02:59
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lines of Code: 8
Lesson #29

Adam Optimizer - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:47
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Lesson #30

Neural Network Learning Rate - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 03:55
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #31

Neural Network Learning Rate Schedules - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 01:37
Reading Time: 2 Minutes
Custom Visual Graphics: 1
Updated and Maintained
Lesson #32

Neural Network Adaptive Learning Rates - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Code Snippets: 1
Inline Math Snippets: 1
Watch Duration: 01:45
Reading Time: 2 Minutes
Custom Visual Graphics: 1
Lines of Code: 4
Updated and Maintained
Lesson #33

Backpropagation - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 2
Watch Duration: 04:45
Reading Time: 5 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Section 4 - Additional Fundamental Topics
Lesson #34

Neural Network Bias Nodes - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 07:32
Reading Time: 5 Minutes
Custom Visual Graphics: 6
Updated and Maintained
Lesson #35

Neural Network Learnable Parameters - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 06:00
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Lesson #36

Neural Network Inference & Predictions - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 01:53
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Lesson #37

Neural Network Train, Validation, Test Set Split - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 2
Watch Duration: 02:34
Reading Time: 3 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #38

Neural Network Training Set - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 01:42
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lesson #39

Neural Network Validation - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 03:35
Reading Time: 5 Minutes
Custom Visual Graphics: 3
Lesson #40

Neural Network Testing & Test Set - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 01:54
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lesson #41

Supervised Learning - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 01:24
Reading Time: 2 Minutes
Custom Visual Graphics: 1
Lesson #42

Unsupervised Learning - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:15
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Lesson #43

Semi-Supervised Learning - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 04:22
Reading Time: 4 Minutes
Custom Visual Graphics: 5
Lesson #44

Neural Network Overfitting - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 03:13
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Lesson #45

Neural Network Underfitting - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 03:20
Reading Time: 3 Minutes
Custom Visual Graphics: 1
Lesson #46

Data Augmentation for Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 03:01
Reading Time: 2 Minutes
Custom Visual Graphics: 2
Lesson #47

Mixup Data Augmentation - Deep Learning Dictionary
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Inline Math Snippets: 10
Watch Duration: 04:05
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #48

Neural Network Regularization - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 01:36
Reading Time: 2 Minutes
Custom Visual Graphics: 2
Lesson #49

L2 Regularization for Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 5
Watch Duration: 04:31
Reading Time: 6 Minutes
Custom Visual Graphics: 2
Updated and Maintained
Lesson #50

Dropout Regularization for Neural Networks - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Watch Duration: 02:38
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lesson #51

Input Labels for Neural Networks - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 05:09
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #52

One-Hot Encodings for Neural Network Inputs - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 04:01
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Part 2 - IMAGE DATA & CONVOLUTIONAL NEURAL NETWORKS (CNNS)
Section 1 - Convolutional Neural Networks
Lesson #53

Image Data Pre-Processing for Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 04:44
Reading Time: 8 Minutes
Custom Visual Graphics: 6
Lesson #54

Data Normalization - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 2
Watch Duration: 03:23
Reading Time: 4 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #55

Convolutional Neural Networks (CNNs) - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 03:27
Reading Time: 4 Minutes
Custom Visual Graphics: 2
Updated and Maintained
Lesson #56

Convolutional Layers & Filters - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 06:08
Reading Time: 7 Minutes
Custom Visual Graphics: 4
Updated and Maintained
Lesson #57

Convolution Operation - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 12
Watch Duration: 07:44
Reading Time: 10 Minutes
Custom Visual Graphics: 7
Updated and Maintained
Lesson #58

Zero Padding for Neural Networks - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Inline Math Snippets: 3
Watch Duration: 02:48
Reading Time: 4 Minutes
Custom Visual Graphics: 3
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Lesson #59

Max Pooling for Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 12
Watch Duration: 05:21
Reading Time: 6 Minutes
Custom Visual Graphics: 6
Updated and Maintained
Lesson #60

Batch Normalization for Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 10
Watch Duration: 04:07
Reading Time: 5 Minutes
Custom Visual Graphics: 2
Updated and Maintained
Lesson #61

Convolutional Neural Network Learnable Parameters - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 06:10
Reading Time: 7 Minutes
Custom Visual Graphics: 3
Updated and Maintained
Lesson #62

Flatten Operation Used in Neural Networks - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Lines of Code: 4
Watch Duration: 02:02
Reading Time: 3 Minutes
Inline Code Snippets: 2
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Section 2 - Additional Fundamental Topics
Lesson #63

Transfer Learning for Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 02:11
Reading Time: 4 Minutes
Custom Visual Graphics: 2
Lesson #64

Fine-Tuning Neural Networks - Deep Learning Dictionary
On-Demand Video Lecture
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Interactive Quiz Questions: 1
Watch Duration: 04:37
Reading Time: 5 Minutes
Custom Visual Graphics: 2
Lesson #65

Vanishing & Exploding Gradients in Network Training - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Inline Math Snippets: 1
Watch Duration: 05:21
Reading Time: 6 Minutes
Custom Visual Graphics: 4
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Lesson #66

Neural Network Weight Initialization - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Watch Duration: 02:05
Reading Time: 3 Minutes
Custom Visual Graphics: 2
Lesson #67

Xavier (Glorot) Network Weight Initialization - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Inline Math Snippets: 9
Watch Duration: 03:06
Reading Time: 4 Minutes
Custom Visual Graphics: 2
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Lesson #68

Kaiming (He) Network Weight Initialization - Deep Learning Dictionary
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Interactive Quiz Questions: 1
Inline Math Snippets: 6
Watch Duration: 02:19
Reading Time: 4 Minutes
Custom Visual Graphics: 2
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Lesson #69

Course Conclusion - Deep Learning Dictionary
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Watch Duration: 01:03
Reading Time: 3 Minutes
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