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Deep Learning Course 3 of 7

TensorFlow - Python Deep Learning Neural Network API

Code Project-based

Level: Beginner

Instructor: Mandy

$24.99 $49.99 50% Off - Limited Offer
Enrolled
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 ...

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Learn how to install and configure TensorFlow

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Learn how to configure and integrate the GPU

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Understand how to process data for neural networks

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Learn how to build and train neural networks in code

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Gain an understanding for network validation and inference

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Learn how to create a confusion matrix to illustrate training results

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Understand how to save and load a neural network

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Understand how to prepare and pre-process image data

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Learn how to build and train Convolutional Neural Networks

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Learn how to use Convolutional Neural Networks for inference

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Gain an understanding for how and why to use data augmentation

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Learn how to fine-tune neural networks

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

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Learn how to create and organize a dataset for training

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

Course Technologies.

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

Python logo Jupyter logo Discord logo TensorFlow logo

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 2 - Creating and Training Artificial Neural Networks

Lesson #4

Lesson thumbnail for Create an Artificial Neural Network with TensorFlow's Keras API
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

Lesson thumbnail for Train an Artificial Neural Network with TensorFlow's Keras API
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

Lesson thumbnail for Build a Validation Set With TensorFlow's Keras API
Build a Validation Set With TensorFlow's Keras API

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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

Lesson thumbnail for Neural Network Predictions with TensorFlow's Keras API
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

Lesson thumbnail for Create a Confusion Matrix for Neural Network Predictions
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

Lesson thumbnail for Save and Load a Model with TensorFlow's Keras API
Save and Load a Model with TensorFlow's Keras API

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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

Lesson thumbnail for Image Preparation for Convolutional Neural Networks with TensorFlow's Keras API
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

Lesson thumbnail for Code Update for CNN Training with TensorFlow's Keras API
Code Update for CNN Training with TensorFlow's Keras API

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articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

timerWatch Duration: 07:03

auto_storiesReading Time: 9 Minutes

updateUpdated and Maintained

Lesson #12

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

Lesson thumbnail for Convolutional Neural Network Predictions with TensorFlow's Keras API
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

Lesson thumbnail for Data Augmentation with TensorFlow's Keras API
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

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

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

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

Lesson thumbnail for MobileNet Image Classification with TensorFlow's Keras API
MobileNet Image Classification with TensorFlow's Keras API

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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

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

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

Lesson thumbnail for Deep Learning with TensorFlow - Course Conclusion
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