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Courses chevron_right Deep Learning chevron_right Premium

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

Course thumbnail for Deep Learning Dictionary - Lightweight Crash Course

Course Includes:

69 Video Lectures

60 Lines of Code

Watch Duration: 3.9 Hours

108 Inline Math Snippets

90 Pages of Lecture Notes

8 Inline Code Snippets

Reading Time: 4 Hours

157 Custom Visual Graphics

69 Quiz Questions

Updated 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

done_outline

Understand computer vision and how artificial neural networks achieve it

done_outline

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

done_outline

Learn about network optimization, gradient descent, and backpropagation

done_outline

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

done_outline

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

done_outline

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

done_outline

Learn techniques to improve and stabilize network training

done_outline

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

done_outline

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.

Deep Learning Dictionary - Lightweight Crash Course

$39.99 $49.99 20% Off - Limited Offer

Enrolled

Course Includes:

Deep Learning Dictionary.

What you'll learn ...

Deep Learning Dictionary Syllabus.

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