Purchase Details

By purchasing this course, users will gain immediate access to the following resources:

All course lessons hosted on deeplizard.com
Project code files and Jupyter notebooks
The deeplizard Discord server with exclusive access to the course channel

Is this course right for you?

Many resources are freely available for users to preview and evaluate the course contents prior to purchase. We encourage you to review the resources listed below before purchasing the course to determine if this course is right for you.

Course page

The course page provides an overview of what is included in the course, what students will learn, and a full syllabus with details for each lesson.

Course intro

The course intro provides details for course prerequisites, information on how to register, and further details regarding topics mentioned on the course page.

Preview course lessons

Preview the course contents by viewing unlocked lessons starting with the first lesson of the course, including the video lesson, corresponding lecture notes, and practice quiz.

Existing deeplizard content

Explore all of the free content from deeplizard available on deeplizard.com to evaluate the instructors' teaching styles, course resources, lecture quality, etc.

Discounts

From time-to-time, we offer discount codes for deeplizard courses. Check our latest YouTube video descriptions, and follow deeplizard on social media so you don't miss out!

Additional Savings

Want to save an additional 15% on this course?

Deeplizard has partnered with Neurohacker Collective whose focus is on making groundbreaking products for health and well-being through complex systems science.

Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order using this referral link.

Email your Neurohacker receipt to deeplizard.hivemind@gmail.com, and upon verifying, we'll send a refund to your original payment method for 15% off what you paid for the course!

Financial Aid

We would like students to be able to join and learn from deeplizard courses without it being a financial burden. We understand there are various circumstances where one may not be able to financially afford the course, and so we have developed a financial aid plan.

Email deeplizard.hivemind@gmail.com with a short description explaining why you're interested in the course and why financial aid is needed. We will review your application, and if approved will work to provide additional discounts for you.

Refund Policy

You may request a refund within 7 days of purchase. Please see the Terms of Use for further details.

Courses chevron_right Deep Learning chevron_right Classic

Deep Learning Course

Deep Learning Fundamentals - Classic Edition

Intuition Math Code

Level: Beginner

Instructor: Mandy

Open Course

Course thumbnail for Deep Learning Fundamentals - Classic Edition

Course Includes:

play_circle36 Video Lectures

timerWatch Duration: 4.2 Hours

article73 Pages of Lecture Notes

auto_storiesReading Time: 8 Hours

fact_check130 Quiz Questions

code355 Lines of Code

functions157 Inline Math Snippets

code52 Inline Code Snippets

auto_awesome9 Custom Visual Graphics

updateUpdated 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

Learn the relationship between machine learning and deep learning

done_outline

Understand artificial neural networks and all their components

done_outline

Gain an intuitive understanding of neural network training

done_outline

Learn how neural networks are implemented in code

done_outline

Understand fundamental network training concepts like learning rates and loss functions

done_outline

Learn about potential problems that can arise during training and potential solutions

done_outline

Gain an understanding of how to process data for neural networks

done_outline

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

done_outline

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

done_outline

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

done_outline

Understand how CNNs detect patterns in image data

done_outline

Learn how data is affected by zero padding and max pooling included in neural networks

done_outline

Learn the mathematics behind backpropagation and how it's used during training

done_outline

Gain an understanding of the learnable parameters present in a neural network

done_outline

Learn how network training is improved by regularization and batch normalization

Deep Learning Fundamentals Syllabus.

Learn the fundamental concepts and how deep learning models work.

Part 1 - INTRO TO DEEP LEARNING

Section 1 - Artificial Neural Network Basics

Lesson #1

Deep Learning playlist overview & Machine Learning intro

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 32

timerWatch Duration: 04:28

auto_storiesReading Time: 9 Minutes

codeInline Code Snippets: 2

updateUpdated and Maintained

Lesson #2

Deep Learning explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 11

timerWatch Duration: 03:31

auto_storiesReading Time: 5 Minutes

auto_awesomeCustom Visual Graphics: 1

Lesson #3

Artificial Neural Networks explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 12

codeInline Code Snippets: 3

timerWatch Duration: 04:45

auto_storiesReading Time: 10 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 7

Lesson #4

Layers in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeInline Code Snippets: 2

timerWatch Duration: 06:16

auto_storiesReading Time: 12 Minutes

auto_awesomeCustom Visual Graphics: 2

codeLines of Code: 15

Lesson #5

Activation Functions in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 9

codeLines of Code: 20

timerWatch Duration: 05:01

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 5

functionsInline Math Snippets: 9

Lesson #6

Training a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 7

codeInline Code Snippets: 1

timerWatch Duration: 03:47

auto_storiesReading Time: 10 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 3

Lesson #7

How a Neural Network Learns explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 11

codeLines of Code: 44

timerWatch Duration: 07:00

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 5

functionsInline Math Snippets: 1

Lesson #8

Loss in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 10

timerWatch Duration: 04:13

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 2

functionsInline Math Snippets: 4

Lesson #9

Learning Rate in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeInline Code Snippets: 3

timerWatch Duration: 04:26

auto_storiesReading Time: 10 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 14

Section 2 - Data Topics for Deep Learning

Lesson #10

Train, Test, & Validation Sets explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 12

timerWatch Duration: 06:58

auto_storiesReading Time: 11 Minutes

updateUpdated and Maintained

Lesson #11

Predicting with a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 4

codeLines of Code: 13

timerWatch Duration: 05:06

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 2

updateUpdated and Maintained

Lesson #12

Overfitting in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 10

timerWatch Duration: 04:16

auto_storiesReading Time: 10 Minutes

updateUpdated and Maintained

Lesson #13

Underfitting in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 3

timerWatch Duration: 03:31

auto_storiesReading Time: 8 Minutes

updateUpdated and Maintained

Lesson #14

Supervised Learning explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 2

codeLines of Code: 35

timerWatch Duration: 04:46

auto_storiesReading Time: 10 Minutes

codeInline Code Snippets: 6

updateUpdated and Maintained

Lesson #15

Unsupervised Learning explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 05:23

auto_storiesReading Time: 12 Minutes

updateUpdated and Maintained

Lesson #16

Semi-supervised Learning explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 2

timerWatch Duration: 03:46

auto_storiesReading Time: 8 Minutes

updateUpdated and Maintained

Lesson #17

Data Augmentation explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 03:20

auto_storiesReading Time: 7 Minutes

updateUpdated and Maintained

Lesson #18

One-hot Encoding explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 06:00

auto_storiesReading Time: 12 Minutes

updateUpdated and Maintained

Part 2 - DEEP LEARNING CONCEPTS

Section 1 - Convolutional Neural Networks (CNNs)

Lesson #19

Convolutional Neural Networks (CNNs) explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 2

timerWatch Duration: 08:37

auto_storiesReading Time: 22 Minutes

updateUpdated and Maintained

Lesson #20

Visualizing Convolutional Filters from a CNN

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeLines of Code: 20

timerWatch Duration: 06:09

auto_storiesReading Time: 10 Minutes

codeInline Code Snippets: 4

updateUpdated and Maintained

Lesson #21

Zero Padding in Convolutional Neural Networks explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 2

codeInline Code Snippets: 5

functionsInline Math Snippets: 2

timerWatch Duration: 13:48

auto_storiesReading Time: 22 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 63

updateUpdated and Maintained

Lesson #22

Max Pooling in Convolutional Neural Networks explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeLines of Code: 35

timerWatch Duration: 10:50

auto_storiesReading Time: 21 Minutes

codeInline Code Snippets: 3

updateUpdated and Maintained

Section 2 - Backpropagation

Lesson #23

Backpropagation explained | Part 1 - The intuition

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

functionsInline Math Snippets: 1

timerWatch Duration: 10:56

auto_storiesReading Time: 20 Minutes

auto_awesomeCustom Visual Graphics: 1

updateUpdated and Maintained

Lesson #24

Backpropagation explained | Part 2 - The mathematical notation

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeLines of Code: 8

timerWatch Duration: 11:03

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 2

functionsInline Math Snippets: 10

Lesson #25

Backpropagation explained | Part 3 - Mathematical observations

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 11:26

auto_storiesReading Time: 10 Minutes

functionsInline Math Snippets: 33

Lesson #26

Backpropagation explained | Part 4 - Calculating the gradient

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

functionsInline Math Snippets: 39

timerWatch Duration: 14:26

auto_storiesReading Time: 10 Minutes

updateUpdated and Maintained

Lesson #27

Lesson thumbnail for Backpropagation explained | Part 5 - What puts the

Backpropagation explained | Part 5 - What puts the "back" in backprop?

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

functionsInline Math Snippets: 37

timerWatch Duration: 14:10

auto_storiesReading Time: 28 Minutes

updateUpdated and Maintained

Section 3 - Additional Deep Learning Concepts

Lesson #28

Vanishing & Exploding Gradient explained | A problem resulting from backpropagation

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 3

timerWatch Duration: 07:43

auto_storiesReading Time: 16 Minutes

updateUpdated and Maintained

Lesson #29

Weight Initialization explained | A way to reduce the vanishing gradient problem

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeLines of Code: 8

timerWatch Duration: 10:12

auto_storiesReading Time: 20 Minutes

codeInline Code Snippets: 1

functionsInline Math Snippets: 5

Lesson #30

Bias in an Artificial Neural Network explained | How bias impacts training

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 07:12

auto_storiesReading Time: 13 Minutes

functionsInline Math Snippets: 6

Lesson #31

Learnable Parameters in an Artificial Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 06:34

auto_storiesReading Time: 12 Minutes

updateUpdated and Maintained

Lesson #32

Learnable Parameters in a Convolutional Neural Network (CNN) explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 2

codeLines of Code: 5

timerWatch Duration: 07:32

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 1

updateUpdated and Maintained

Lesson #33

Regularization in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

auto_awesomeCustom Visual Graphics: 1

timerWatch Duration: 05:55

auto_storiesReading Time: 9 Minutes

functionsInline Math Snippets: 9

Lesson #34

Batch Size in a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

codeLines of Code: 14

timerWatch Duration: 03:54

auto_storiesReading Time: 10 Minutes

codeInline Code Snippets: 2

updateUpdated and Maintained

Lesson #35

Fine-tuning a Neural Network explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

timerWatch Duration: 04:49

auto_storiesReading Time: 11 Minutes

Lesson #36

Batch Normalization (“batch norm”) explained

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 3

functionsInline Math Snippets: 1

timerWatch Duration: 07:32

auto_storiesReading Time: 15 Minutes

codeLines of Code: 9

updateUpdated and Maintained