Deep Learning Course
Deep Learning Dictionary - Lightweight Crash Course
Beginner Friendly Intuitive Explanations Concise Coverage Bite Sized Lessons
Level: Beginner
Instructor: Mandy
$79.99 $99.99 20% Off - Limited Offer
Enrolled

What's Included:
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
Lesson #2

Artificial Intelligence (AI) - Deep Learning Dictionary
Lesson #3

Narrow AI vs. AGI - Deep Learning Dictionary
Lesson #4

Machine Learning - Deep Learning Dictionary
Lesson #5

Deep Learning - Deep Learning Dictionary
Lesson #6

Computer Vision - Deep Learning Dictionary
Section 2 - Artificial Neural Networks
Lesson #7

Perceptrons - Deep Learning Dictionary
Lesson #8

Artificial Neural Networks - Deep Learning Dictionary
Lesson #9

Neural Network Layers - Deep Learning Dictionary
Lesson #10

Neural Network Nodes - Deep Learning Dictionary
Lesson #11

Neural Network Weights - Deep Learning Dictionary
Lesson #12

Activation Functions - Deep Learning Dictionary
Lesson #13

Sigmoid Activation Function - Deep Learning Dictionary
Lesson #14

Relu Activation Function - Deep Learning Dictionary
Lesson #15

Softmax Activation Function - Deep Learning Dictionary
Lesson #16

Multilayer Perceptrons (MLP) - Deep Learning Dictionary
Lesson #17

Universal Approximation Theorem - Deep Learning Dictionary
Section 3 - Neural Network Training
Lesson #18

Input Samples, Features, Labels - Deep Learning Dictionary
Lesson #19

Neural Network Forward Pass - Deep Learning Dictionary
Lesson #20

Neural Network Loss Functions - Deep Learning Dictionary
Lesson #21

Categorical Cross Entropy Loss - Deep Learning Dictionary
Lesson #22

Neural Network Training - Deep Learning Dictionary
Lesson #23

Neural Network Optimization Algorithms - Deep Learning Dictionary
Lesson #24

Neural Network Batch Size - Deep Learning Dictionary
Lesson #25

Neural Network Training Epoch - Deep Learning Dictionary
Lesson #26

Batch Gradient Descent - Deep Learning Dictionary
Lesson #27

Stochastic Gradient Descent (SGD) - Deep Learning Dictionary
Lesson #28

Mini Batch Gradient Descent (SGD) - Deep Learning Dictionary
Lesson #29

Adam Optimizer - Deep Learning Dictionary
Lesson #30

Neural Network Learning Rate - Deep Learning Dictionary
Lesson #31

Neural Network Learning Rate Schedules - Deep Learning Dictionary
Lesson #32

Neural Network Adaptive Learning Rates - Deep Learning Dictionary
Lesson #33

Backpropagation - Deep Learning Dictionary
Section 4 - Additional Fundamental Topics
Lesson #34

Neural Network Bias Nodes - Deep Learning Dictionary
Lesson #35

Neural Network Learnable Parameters - Deep Learning Dictionary
Lesson #36

Neural Network Inference & Predictions - Deep Learning Dictionary
Lesson #37

Neural Network Train, Validation, Test Set Split - Deep Learning Dictionary
Lesson #38

Neural Network Training Set - Deep Learning Dictionary
Lesson #39

Neural Network Validation - Deep Learning Dictionary
Lesson #40

Neural Network Testing & Test Set - Deep Learning Dictionary
Lesson #41

Supervised Learning - Deep Learning Dictionary
Lesson #42

Unsupervised Learning - Deep Learning Dictionary
Lesson #43

Semi-Supervised Learning - Deep Learning Dictionary
Lesson #44

Neural Network Overfitting - Deep Learning Dictionary
Lesson #45

Neural Network Underfitting - Deep Learning Dictionary
Lesson #46

Data Augmentation for Neural Networks - Deep Learning Dictionary
Lesson #47

Mixup Data Augmentation - Deep Learning Dictionary
Lesson #48

Neural Network Regularization - Deep Learning Dictionary
Lesson #49

L2 Regularization for Neural Networks - Deep Learning Dictionary
Lesson #50

Dropout Regularization for Neural Networks - Deep Learning Dictionary
Lesson #51

Input Labels for Neural Networks - Deep Learning Dictionary
Lesson #52

One-Hot Encodings for Neural Network Inputs - Deep Learning Dictionary
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
Lesson #54

Data Normalization - Deep Learning Dictionary
Lesson #55

Convolutional Neural Networks (CNNs) - Deep Learning Dictionary
Lesson #56

Convolutional Layers & Filters - Deep Learning Dictionary
Lesson #57

Convolution Operation - Deep Learning Dictionary
Lesson #58

Zero Padding for Neural Networks - Deep Learning Dictionary
Lesson #59

Max Pooling for Neural Networks - Deep Learning Dictionary
Lesson #60

Batch Normalization for Neural Networks - Deep Learning Dictionary
Lesson #61

Convolutional Neural Network Learnable Parameters - Deep Learning Dictionary
Lesson #62

Flatten Operation Used in Neural Networks - Deep Learning Dictionary
Section 2 - Additional Fundamental Topics
Lesson #63

Transfer Learning for Neural Networks - Deep Learning Dictionary
Lesson #64

Fine-Tuning Neural Networks - Deep Learning Dictionary
Lesson #65

Vanishing & Exploding Gradients in Network Training - Deep Learning Dictionary
Lesson #66

Neural Network Weight Initialization - Deep Learning Dictionary
Lesson #67

Xavier (Glorot) Network Weight Initialization - Deep Learning Dictionary
Lesson #68

Kaiming (He) Network Weight Initialization - Deep Learning Dictionary
Lesson #69
