Deep Learning Course
TensorFlow - Python Deep Learning Neural Network API
Code Project-based
Level: Beginner
Instructor: Mandy
$24.99 $49.99 50% Off - Limited Offer
Enrolled

Course Includes:
21 Video Lectures
Watch Duration: 3.4 Hours
31 Pages of Lecture Notes
Reading Time: 4 Hours
106 Quiz Questions
1376 Lines of Code
0 Inline Math Snippets
152 Inline Code Snippets
3 Custom Visual Graphics
Updated and Maintained
What you'll learn ...
Learn how to install and configure TensorFlow
Learn how to configure and integrate the GPU
Understand how to process data for neural networks
Learn how to build and train neural networks in code
Gain an understanding for network validation and inference
Learn how to create a confusion matrix to illustrate training results
Understand how to save and load a neural network
Understand how to prepare and pre-process image data
Learn how to build and train Convolutional Neural Networks
Learn how to use Convolutional Neural Networks for inference
Gain an understanding for how and why to use data augmentation
Learn how to fine-tune neural networks
Understand how and why to use transfer learning on pre-trained networks
Learn how to create and organize a dataset for training
Understand how to make use of state-of-the-art neural networks
Part 1 - Artificial Neural Network Basics
Section 1 - TensorFlow Introduction and Setup
Lesson #1

Keras with TensorFlow Prerequisites - Getting Started With Neural Networks
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 8
Inline Code Snippets: 5
Watch Duration: 07:17
Reading Time: 9 Minutes
Custom Visual Graphics: 1
Lines of Code: 19
Lesson #2

TensorFlow and Keras GPU Support - CUDA GPU Setup
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 13
Watch Duration: 15:54
Reading Time: 12 Minutes
Inline Code Snippets: 4
Updated and Maintained
Lesson #3

Keras with TensorFlow - Data Processing for Neural Network Training
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 56
Watch Duration: 11:15
Reading Time: 14 Minutes
Inline Code Snippets: 11
Updated and Maintained
Section 2 - Creating and Training Artificial Neural Networks
Lesson #4

Create an Artificial Neural Network with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Inline Code Snippets: 6
Watch Duration: 06:31
Reading Time: 10 Minutes
Custom Visual Graphics: 1
Lines of Code: 32
Lesson #5

Train an Artificial Neural Network with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 74
Watch Duration: 06:05
Reading Time: 7 Minutes
Inline Code Snippets: 5
Updated and Maintained
Lesson #6

Build a Validation Set With TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 84
Watch Duration: 09:56
Reading Time: 10 Minutes
Inline Code Snippets: 4
Updated and Maintained
Lesson #7

Neural Network Predictions with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 6
Lines of Code: 53
Watch Duration: 08:55
Reading Time: 9 Minutes
Inline Code Snippets: 6
Updated and Maintained
Lesson #8

Create a Confusion Matrix for Neural Network Predictions
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 55
Watch Duration: 05:16
Reading Time: 8 Minutes
Inline Code Snippets: 9
Updated and Maintained
Lesson #9

Save and Load a Model with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 61
Watch Duration: 09:31
Reading Time: 8 Minutes
Inline Code Snippets: 12
Updated and Maintained
Part 2 - Convolutional Neural Networks (CNNs)
Section 1 - Build and Train CNNs on Image Data
Lesson #10

Image Preparation for Convolutional Neural Networks with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 76
Watch Duration: 18:32
Reading Time: 14 Minutes
Inline Code Snippets: 10
Updated and Maintained
Lesson #11

Code Update for CNN Training with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Watch Duration: 07:03
Reading Time: 9 Minutes
Updated and Maintained
Lesson #12

Build and Train a Convolutional Neural Network with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 57
Watch Duration: 09:55
Reading Time: 11 Minutes
Inline Code Snippets: 5
Updated and Maintained
Lesson #13

Convolutional Neural Network Predictions with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 64
Watch Duration: 08:57
Reading Time: 9 Minutes
Inline Code Snippets: 12
Updated and Maintained
Lesson #14

Data Augmentation with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 6
Lines of Code: 26
Watch Duration: 08:46
Reading Time: 8 Minutes
Inline Code Snippets: 11
Updated and Maintained
Section 2 - Fine-tuning and Transfer Learning
Lesson #15

Build a Fine-Tuned Neural Network with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 129
Watch Duration: 11:49
Reading Time: 12 Minutes
Inline Code Snippets: 12
Updated and Maintained
Lesson #16

Train a Fine-Tuned Neural Network with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 19
Watch Duration: 04:55
Reading Time: 4 Minutes
Inline Code Snippets: 3
Updated and Maintained
Lesson #17

Predict with a Fine-Tuned Neural Network with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 7
Watch Duration: 05:46
Reading Time: 4 Minutes
Inline Code Snippets: 3
Updated and Maintained
Lesson #18

MobileNet Image Classification with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 56
Watch Duration: 14:03
Reading Time: 13 Minutes
Inline Code Snippets: 14
Updated and Maintained
Lesson #19

Process Images for Fine-Tuned MobileNet with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 30
Watch Duration: 13:41
Reading Time: 8 Minutes
Inline Code Snippets: 2
Updated and Maintained
Lesson #20

Fine-Tuning MobileNet on Custom Data Set with TensorFlow's Keras API
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 5
Lines of Code: 465
Watch Duration: 15:11
Reading Time: 14 Minutes
Inline Code Snippets: 18
Updated and Maintained
Lesson #21

Deep Learning with TensorFlow - Course Conclusion
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 01:50
Reading Time: 2 Minutes
Custom Visual Graphics: 1