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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
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Course Includes:

play_circle69 Video Lectures

timerWatch Duration: 3.9 Hours

article90 Pages of Lecture Notes

auto_storiesReading Time: 4 Hours

fact_check69 Quiz Questions

code60 Lines of Code

functions108 Inline Math Snippets

code8 Inline Code Snippets

auto_awesome157 Custom Visual Graphics

updateUpdated and Maintained

Deep Learning Dictionary.

In this course, we deliver bite-sized, practical explanations for the most common concepts in the field of Deep Learning.

What you'll learn ...

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Learn about the fields of AI, machine learning, and deep learning

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Gain an understanding for the various components that make up an artificial neural network

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Understand computer vision and how artificial neural networks achieve it

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Learn about the artificial neural network training process

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Understand how to prepare and pass data as input to a neural network

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Learn about network optimization, gradient descent, and backpropagation

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Understand the learnable parameters within an artificial neural network and how the network optimizes for them

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Learn about different network processes and their corresponding datasets: training, validation, testing

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Understand how to detect and approach problems that may arise during network training

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Learn techniques to improve and stabilize network training

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

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

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Learn how convolutional filters process image data

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Understand the general architecture of a CNN

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

Deep Learning Dictionary Syllabus.

Make your first acquaintance with the concepts that are fundamental to deep learning.

Part 1 - ARTIFICIAL NEURAL NETWORKS

Section 1 - Intro to Deep Learning

Lesson #1

Lesson thumbnail for Deeplizard's Deep Learning Dictionary - Course Intro
Deeplizard's Deep Learning Dictionary - Course Intro

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Lesson #2

Lesson thumbnail for Artificial Intelligence (AI) - Deep Learning Dictionary
Artificial Intelligence (AI) - Deep Learning Dictionary

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Lesson #3

Lesson thumbnail for Narrow AI vs. AGI - Deep Learning Dictionary
Narrow AI vs. AGI - Deep Learning Dictionary

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Lesson #4

Lesson thumbnail for Machine Learning - Deep Learning Dictionary
Machine Learning - Deep Learning Dictionary

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Lesson #5

Lesson thumbnail for Deep Learning - Deep Learning Dictionary
Deep Learning - Deep Learning Dictionary

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Lesson #6

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Computer Vision - Deep Learning Dictionary

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Section 2 - Artificial Neural Networks

Lesson #7

Lesson thumbnail for Perceptrons - Deep Learning Dictionary
Perceptrons - Deep Learning Dictionary

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Lesson #8

Lesson thumbnail for Artificial Neural Networks - Deep Learning Dictionary
Artificial Neural Networks - Deep Learning Dictionary

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Lesson #9

Lesson thumbnail for Neural Network Layers - Deep Learning Dictionary
Neural Network Layers - Deep Learning Dictionary

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Lesson #10

Lesson thumbnail for Neural Network Nodes - Deep Learning Dictionary
Neural Network Nodes - Deep Learning Dictionary

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Lesson #11

Lesson thumbnail for Neural Network Weights - Deep Learning Dictionary
Neural Network Weights - Deep Learning Dictionary

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Lesson #12

Lesson thumbnail for Activation Functions - Deep Learning Dictionary
Activation Functions - Deep Learning Dictionary

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Lesson #13

Lesson thumbnail for Sigmoid Activation Function - Deep Learning Dictionary
Sigmoid Activation Function - Deep Learning Dictionary

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Lesson #14

Lesson thumbnail for Relu Activation Function - Deep Learning Dictionary
Relu Activation Function - Deep Learning Dictionary

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Lesson #15

Lesson thumbnail for Softmax Activation Function - Deep Learning Dictionary
Softmax Activation Function - Deep Learning Dictionary

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Lesson #16

Lesson thumbnail for Multilayer Perceptrons (MLP) - Deep Learning Dictionary
Multilayer Perceptrons (MLP) - Deep Learning Dictionary

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Lesson #17

Lesson thumbnail for Universal Approximation Theorem - Deep Learning Dictionary
Universal Approximation Theorem - Deep Learning Dictionary

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Section 3 - Neural Network Training

Lesson #18

Lesson thumbnail for Input Samples, Features, Labels - Deep Learning Dictionary
Input Samples, Features, Labels - Deep Learning Dictionary

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Lesson #19

Lesson thumbnail for Neural Network Forward Pass - Deep Learning Dictionary
Neural Network Forward Pass - Deep Learning Dictionary

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Lesson #20

Lesson thumbnail for Neural Network Loss Functions - Deep Learning Dictionary
Neural Network Loss Functions - Deep Learning Dictionary

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Lesson #21

Lesson thumbnail for Categorical Cross Entropy Loss - Deep Learning Dictionary
Categorical Cross Entropy Loss - Deep Learning Dictionary

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Lesson #22

Lesson thumbnail for Neural Network Training - Deep Learning Dictionary
Neural Network Training - Deep Learning Dictionary

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Lesson #23

Lesson thumbnail for Neural Network Optimization Algorithms - Deep Learning Dictionary
Neural Network Optimization Algorithms - Deep Learning Dictionary

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Lesson #24

Lesson thumbnail for Neural Network Batch Size - Deep Learning Dictionary
Neural Network Batch Size - Deep Learning Dictionary

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Lesson #25

Lesson thumbnail for Neural Network Training Epoch - Deep Learning Dictionary
Neural Network Training Epoch - Deep Learning Dictionary

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Lesson #26

Lesson thumbnail for Batch Gradient Descent - Deep Learning Dictionary
Batch Gradient Descent - Deep Learning Dictionary

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Lesson #27

Lesson thumbnail for Stochastic Gradient Descent (SGD) - Deep Learning Dictionary
Stochastic Gradient Descent (SGD) - Deep Learning Dictionary

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Lesson #28

Lesson thumbnail for Mini Batch Gradient Descent (SGD) - Deep Learning Dictionary
Mini Batch Gradient Descent (SGD) - Deep Learning Dictionary

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Lesson #29

Lesson thumbnail for Adam Optimizer - Deep Learning Dictionary
Adam Optimizer - Deep Learning Dictionary

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Lesson #30

Lesson thumbnail for Neural Network Learning Rate - Deep Learning Dictionary
Neural Network Learning Rate - Deep Learning Dictionary

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Lesson #31

Lesson thumbnail for Neural Network Learning Rate Schedules - Deep Learning Dictionary
Neural Network Learning Rate Schedules - Deep Learning Dictionary

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Lesson #32

Lesson thumbnail for Neural Network Adaptive Learning Rates - Deep Learning Dictionary
Neural Network Adaptive Learning Rates - Deep Learning Dictionary

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Lesson #33

Lesson thumbnail for Backpropagation - Deep Learning Dictionary
Backpropagation - Deep Learning Dictionary

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Section 4 - Additional Fundamental Topics

Lesson #34

Lesson thumbnail for Neural Network Bias Nodes - Deep Learning Dictionary
Neural Network Bias Nodes - Deep Learning Dictionary

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Lesson #35

Lesson thumbnail for Neural Network Learnable Parameters - Deep Learning Dictionary
Neural Network Learnable Parameters - Deep Learning Dictionary

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Lesson #36

Lesson thumbnail for Neural Network Inference & Predictions - Deep Learning Dictionary
Neural Network Inference & Predictions - Deep Learning Dictionary

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Lesson #37

Lesson thumbnail for Neural Network Train, Validation, Test Set Split - Deep Learning Dictionary
Neural Network Train, Validation, Test Set Split - Deep Learning Dictionary

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Lesson #38

Lesson thumbnail for Neural Network Training Set - Deep Learning Dictionary
Neural Network Training Set - Deep Learning Dictionary

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Lesson #39

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Neural Network Validation - Deep Learning Dictionary

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Lesson #40

Lesson thumbnail for Neural Network Testing & Test Set - Deep Learning Dictionary
Neural Network Testing & Test Set - Deep Learning Dictionary

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Lesson #41

Lesson thumbnail for Supervised Learning - Deep Learning Dictionary
Supervised Learning - Deep Learning Dictionary

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Lesson #42

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Unsupervised Learning - Deep Learning Dictionary

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Lesson #43

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Semi-Supervised Learning - Deep Learning Dictionary

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Lesson #44

Lesson thumbnail for Neural Network Overfitting - Deep Learning Dictionary
Neural Network Overfitting - Deep Learning Dictionary

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Lesson #45

Lesson thumbnail for Neural Network Underfitting - Deep Learning Dictionary
Neural Network Underfitting - Deep Learning Dictionary

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Lesson #46

Lesson thumbnail for Data Augmentation for Neural Networks - Deep Learning Dictionary
Data Augmentation for Neural Networks - Deep Learning Dictionary

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Lesson #47

Lesson thumbnail for Mixup Data Augmentation - Deep Learning Dictionary
Mixup Data Augmentation - Deep Learning Dictionary

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Lesson #48

Lesson thumbnail for Neural Network Regularization - Deep Learning Dictionary
Neural Network Regularization - Deep Learning Dictionary

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Lesson #49

Lesson thumbnail for L2 Regularization for Neural Networks - Deep Learning Dictionary
L2 Regularization for Neural Networks - Deep Learning Dictionary

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Lesson #50

Lesson thumbnail for Dropout Regularization for Neural Networks - Deep Learning Dictionary
Dropout Regularization for Neural Networks - Deep Learning Dictionary

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Lesson #51

Lesson thumbnail for Input Labels for Neural Networks - Deep Learning Dictionary
Input Labels for Neural Networks - Deep Learning Dictionary

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Lesson #52

Lesson thumbnail for One-Hot Encodings for Neural Network Inputs - Deep Learning Dictionary
One-Hot Encodings for Neural Network Inputs - Deep Learning Dictionary

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Part 2 - IMAGE DATA & CONVOLUTIONAL NEURAL NETWORKS (CNNS)

Section 1 - Convolutional Neural Networks

Lesson #53

Lesson thumbnail for Image Data Pre-Processing for Neural Networks - Deep Learning Dictionary
Image Data Pre-Processing for Neural Networks - Deep Learning Dictionary

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Lesson #54

Lesson thumbnail for Data Normalization - Deep Learning Dictionary
Data Normalization - Deep Learning Dictionary

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Lesson #55

Lesson thumbnail for Convolutional Neural Networks (CNNs) - Deep Learning Dictionary
Convolutional Neural Networks (CNNs) - Deep Learning Dictionary

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Lesson #56

Lesson thumbnail for Convolutional Layers & Filters - Deep Learning Dictionary
Convolutional Layers & Filters - Deep Learning Dictionary

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Lesson #57

Lesson thumbnail for Convolution Operation - Deep Learning Dictionary
Convolution Operation - Deep Learning Dictionary

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Lesson #58

Lesson thumbnail for Zero Padding for Neural Networks - Deep Learning Dictionary
Zero Padding for Neural Networks - Deep Learning Dictionary

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Lesson #59

Lesson thumbnail for Max Pooling for Neural Networks - Deep Learning Dictionary
Max Pooling for Neural Networks - Deep Learning Dictionary

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Lesson #60

Lesson thumbnail for Batch Normalization for Neural Networks - Deep Learning Dictionary
Batch Normalization for Neural Networks - Deep Learning Dictionary

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Lesson #61

Lesson thumbnail for Convolutional Neural Network Learnable Parameters - Deep Learning Dictionary
Convolutional Neural Network Learnable Parameters - Deep Learning Dictionary

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Lesson #62

Lesson thumbnail for Flatten Operation Used in Neural Networks - Deep Learning Dictionary
Flatten Operation Used in Neural Networks - Deep Learning Dictionary

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Section 2 - Additional Fundamental Topics

Lesson #63

Lesson thumbnail for Transfer Learning for Neural Networks - Deep Learning Dictionary
Transfer Learning for Neural Networks - Deep Learning Dictionary

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Lesson #64

Lesson thumbnail for Fine-Tuning Neural Networks - Deep Learning Dictionary
Fine-Tuning Neural Networks - Deep Learning Dictionary

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Lesson #65

Lesson thumbnail for Vanishing & Exploding Gradients in Network Training - Deep Learning Dictionary
Vanishing & Exploding Gradients in Network Training - Deep Learning Dictionary

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Lesson #66

Lesson thumbnail for Neural Network Weight Initialization - Deep Learning Dictionary
Neural Network Weight Initialization - Deep Learning Dictionary

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Lesson #67

Lesson thumbnail for Xavier (Glorot) Network Weight Initialization - Deep Learning Dictionary
Xavier (Glorot) Network Weight Initialization - Deep Learning Dictionary

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Lesson #68

Lesson thumbnail for Kaiming (He) Network Weight Initialization - Deep Learning Dictionary
Kaiming (He) Network Weight Initialization - Deep Learning Dictionary

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Lesson #69

Lesson thumbnail for Course Conclusion - Deep Learning Dictionary
Course Conclusion - Deep Learning Dictionary

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