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Courses chevron_right Deep Learning chevron_right Premium

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

Course thumbnail for TensorFlow - Python Deep Learning Neural Network API

Course Includes:

play_circle21 Video Lectures

timerWatch Duration: 3.4 Hours

article31 Pages of Lecture Notes

auto_storiesReading Time: 4 Hours

fact_check106 Quiz Questions

code1376 Lines of Code

functions0 Inline Math Snippets

code152 Inline Code Snippets

auto_awesome3 Custom Visual Graphics

updateUpdated and Maintained

Deep Learning with TensorFlow.

In this course, we learn how to leverage TensorFlow to smoothly integrate deep learning into Python programs.

What you'll learn ...

done_outline

Learn how to install and configure TensorFlow

done_outline

Learn how to configure and integrate the GPU

done_outline

Understand how to process data for neural networks

done_outline

Learn how to build and train neural networks in code

done_outline

Gain an understanding for network validation and inference

done_outline

Learn how to create a confusion matrix to illustrate training results

done_outline

Understand how to save and load a neural network

done_outline

Understand how to prepare and pre-process image data

done_outline

Learn how to build and train Convolutional Neural Networks

done_outline

Learn how to use Convolutional Neural Networks for inference

done_outline

Gain an understanding for how and why to use data augmentation

done_outline

Learn how to fine-tune neural networks

done_outline

Understand how and why to use transfer learning on pre-trained networks

done_outline

Learn how to create and organize a dataset for training

done_outline

Understand how to make use of state-of-the-art neural networks

Course Technologies.

In this course, we use Python, TensorFlow, Discord, and Jupyter.

Deep Learning with TensorFlow Syllabus.

Learn basic and intermediate concepts and how to use existing tools to develop and experiment with deep learning models.

Part 1 - Artificial Neural Network Basics

Section 1 - TensorFlow Introduction and Setup

Lesson #1

Keras with TensorFlow Prerequisites - Getting Started With Neural Networks

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 8

codeInline Code Snippets: 5

timerWatch Duration: 07:17

auto_storiesReading Time: 9 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 19

Lesson #2

TensorFlow and Keras GPU Support - CUDA GPU Setup

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 13

timerWatch Duration: 15:54

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 4

updateUpdated and Maintained

Lesson #3

Keras with TensorFlow - Data Processing for Neural Network Training

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 56

timerWatch Duration: 11:15

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 11

updateUpdated and Maintained

Section 2 - Creating and Training Artificial Neural Networks

Lesson #4

Create an Artificial Neural Network with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 6

timerWatch Duration: 06:31

auto_storiesReading Time: 10 Minutes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 32

Lesson #5

Train an Artificial Neural Network with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 74

timerWatch Duration: 06:05

auto_storiesReading Time: 7 Minutes

codeInline Code Snippets: 5

updateUpdated and Maintained

Lesson #6

Build a Validation Set With TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 84

timerWatch Duration: 09:56

auto_storiesReading Time: 10 Minutes

codeInline Code Snippets: 4

updateUpdated and Maintained

Lesson #7

Neural Network Predictions with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 53

timerWatch Duration: 08:55

auto_storiesReading Time: 9 Minutes

codeInline Code Snippets: 6

updateUpdated and Maintained

Lesson #8

Create a Confusion Matrix for Neural Network Predictions

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 55

timerWatch Duration: 05:16

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 9

updateUpdated and Maintained

Lesson #9

Save and Load a Model with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 61

timerWatch Duration: 09:31

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 12

updateUpdated 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

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 76

timerWatch Duration: 18:32

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 10

updateUpdated and Maintained

Lesson #11

Code Update for CNN Training with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 07:03

auto_storiesReading Time: 9 Minutes

updateUpdated and Maintained

Lesson #12

Build and Train a Convolutional Neural Network with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 57

timerWatch Duration: 09:55

auto_storiesReading Time: 11 Minutes

codeInline Code Snippets: 5

updateUpdated and Maintained

Lesson #13

Convolutional Neural Network Predictions with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 64

timerWatch Duration: 08:57

auto_storiesReading Time: 9 Minutes

codeInline Code Snippets: 12

updateUpdated and Maintained

Lesson #14

Data Augmentation with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 26

timerWatch Duration: 08:46

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 11

updateUpdated and Maintained

Section 2 - Fine-tuning and Transfer Learning

Lesson #15

Build a Fine-Tuned Neural Network with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 129

timerWatch Duration: 11:49

auto_storiesReading Time: 12 Minutes

codeInline Code Snippets: 12

updateUpdated and Maintained

Lesson #16

Train a Fine-Tuned Neural Network with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 19

timerWatch Duration: 04:55

auto_storiesReading Time: 4 Minutes

codeInline Code Snippets: 3

updateUpdated and Maintained

Lesson #17

Predict with a Fine-Tuned Neural Network with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 7

timerWatch Duration: 05:46

auto_storiesReading Time: 4 Minutes

codeInline Code Snippets: 3

updateUpdated and Maintained

Lesson #18

MobileNet Image Classification with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 56

timerWatch Duration: 14:03

auto_storiesReading Time: 13 Minutes

codeInline Code Snippets: 14

updateUpdated and Maintained

Lesson #19

Process Images for Fine-Tuned MobileNet with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 30

timerWatch Duration: 13:41

auto_storiesReading Time: 8 Minutes

codeInline Code Snippets: 2

updateUpdated and Maintained

Lesson #20

Fine-Tuning MobileNet on Custom Data Set with TensorFlow's Keras API

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 465

timerWatch Duration: 15:11

auto_storiesReading Time: 14 Minutes

codeInline Code Snippets: 18

updateUpdated and Maintained

Lesson #21

Deep Learning with TensorFlow - Course Conclusion

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 01:50

auto_storiesReading Time: 2 Minutes

auto_awesomeCustom Visual Graphics: 1

TensorFlow - Python Deep Learning Neural Network API

$24.99 $49.99 50% Off - Limited Offer

Enrolled

Course Includes:

Deep Learning with TensorFlow.

What you'll learn ...

Course Technologies.

Deep Learning with TensorFlow Syllabus.

Part 1 - Artificial Neural Network Basics

Section 1 - TensorFlow Introduction and Setup

Lesson #1

Keras with TensorFlow Prerequisites - Getting Started With Neural Networks

Lesson #2

TensorFlow and Keras GPU Support - CUDA GPU Setup

Lesson #3

Keras with TensorFlow - Data Processing for Neural Network Training

Section 2 - Creating and Training Artificial Neural Networks

Lesson #4

Create an Artificial Neural Network with TensorFlow's Keras API

Lesson #5

Train an Artificial Neural Network with TensorFlow's Keras API

Lesson #6

Build a Validation Set With TensorFlow's Keras API

Lesson #7

Neural Network Predictions with TensorFlow's Keras API

Lesson #8

Create a Confusion Matrix for Neural Network Predictions

Lesson #9

Save and Load a Model with TensorFlow's Keras API

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

Lesson #11

Code Update for CNN Training with TensorFlow's Keras API

Lesson #12

Build and Train a Convolutional Neural Network with TensorFlow's Keras API

Lesson #13

Convolutional Neural Network Predictions with TensorFlow's Keras API

Lesson #14

Data Augmentation with TensorFlow's Keras API

Section 2 - Fine-tuning and Transfer Learning

Lesson #15

Build a Fine-Tuned Neural Network with TensorFlow's Keras API

Lesson #16

Train a Fine-Tuned Neural Network with TensorFlow's Keras API

Lesson #17

Predict with a Fine-Tuned Neural Network with TensorFlow's Keras API

Lesson #18

MobileNet Image Classification with TensorFlow's Keras API

Lesson #19

Process Images for Fine-Tuned MobileNet with TensorFlow's Keras API

Lesson #20

Fine-Tuning MobileNet on Custom Data Set with TensorFlow's Keras API

Lesson #21

Deep Learning with TensorFlow - Course Conclusion