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Deep Learning Course
Deep Learning Deployment Basics - Neural Network Web Apps
Coding Focused Project Based Hands-On Exploratory
TensorFlow Python Jupyter JavaScript HTML Flask
Level: Intermediate
Instructor: Mandy
Open Course
Open Course
What's Included:
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18 Video Lectures
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1956 Lines of Code
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Watch Duration: 2.4 Hours
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0 Inline Math Snippets
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46 Pages of Lecture Notes
code
134 Inline Code Snippets
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Reading Time: 5 Hours
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3 Custom Visual Graphics
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1 Quiz Questions
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Updated and Maintained
What you'll learn ...
Learn how to use Flask as a web service
Understand how to build a Flask app in code
Learn how to send a receive data to/from a web service
Understand how to build a front-end web application with HTML & JS
Learn how to host a neural network with Flask
Understand how to interact with a neural network via web apps
Build web apps to interact with neural networks
Learn the difference between client-side and server-side development
Learn how to use the TensorFlow.js library
Understand how to serve deep learning models with Node.js
Learn how to run a neural network in the browser
Understand when to deploy a network in the browser vs. a web service
Part 1 - Server-side Neural Network Deployment
Section 1 - Introduction to Flask
Lesson #1
Deploy Keras Neural Network to Flask web service | Part 1 - Overview
play_circleOn-Demand Video Lecture
timerWatch Duration: 04:30
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
auto_awesomeCustom Visual Graphics: 1
updateUpdated and Maintained
Lesson #2
Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:19
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
codeInline Code Snippets: 11
codeLines of Code: 12
Lesson #3
Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:15
articleFull Lecture Notes
auto_storiesReading Time: 14 Minutes
codeInline Code Snippets: 1
codeLines of Code: 15
Lesson #4
Deploy Keras neural network to Flask web service | Part 4 - Build a front end web application
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:01
articleFull Lecture Notes
auto_storiesReading Time: 24 Minutes
codeInline Code Snippets: 4
codeLines of Code: 46
Section 2 - Deploy Neural Network to Web Service
Lesson #5
Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:45
articleFull Lecture Notes
auto_storiesReading Time: 16 Minutes
codeInline Code Snippets: 8
codeLines of Code: 49
Lesson #6
Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16
play_circleOn-Demand Video Lecture
timerWatch Duration: 07:51
articleFull Lecture Notes
auto_storiesReading Time: 16 Minutes
codeInline Code Snippets: 4
codeLines of Code: 47
Lesson #7
Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:16
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
codeInline Code Snippets: 5
codeLines of Code: 62
Lesson #8
Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:06
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
codeInline Code Snippets: 14
codeLines of Code: 18
Lesson #9
Deploy Keras neural network to Flask web service | Part 9 - Information Privacy, Data Protection
play_circleOn-Demand Video Lecture
timerWatch Duration: 04:54
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
Part 2 - Client-side Neural Network Deployment
Section 1 - Introduction to TensorFlow.js
Lesson #10
TensorFlow.js - Introducing deep learning with client-side neural networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 05:54
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 1
Lesson #11
TensorFlow.js - Convert Keras model to Layers API format
play_circleOn-Demand Video Lecture
timerWatch Duration: 05:18
articleFull Lecture Notes
auto_storiesReading Time: 12 Minutes
codeInline Code Snippets: 4
codeLines of Code: 10
Lesson #12
TensorFlow.js - Serve deep learning models with Node.js and Express
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:27
articleFull Lecture Notes
auto_storiesReading Time: 17 Minutes
codeInline Code Snippets: 7
codeLines of Code: 29
Section 2 - Deploy Neural Network to Web App
Lesson #13
TensorFlow.js - Building the UI for neural network web app
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:09
articleFull Lecture Notes
auto_storiesReading Time: 16 Minutes
codeInline Code Snippets: 6
codeLines of Code: 1069
Lesson #14
TensorFlow.js - Loading the model into a neural network web app
play_circleOn-Demand Video Lecture
timerWatch Duration: 10:13
articleFull Lecture Notes
auto_storiesReading Time: 19 Minutes
auto_awesomeCustom Visual Graphics: 1
codeInline Code Snippets: 7
codeLines of Code: 50
updateUpdated and Maintained
Lesson #15
TensorFlow.js - Explore tensor operations through VGG16 preprocessing
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:46
articleFull Lecture Notes
auto_storiesReading Time: 18 Minutes
codeInline Code Snippets: 5
codeLines of Code: 31
Lesson #16
TensorFlow.js - Examining tensors with the debugger
play_circleOn-Demand Video Lecture
timerWatch Duration: 15:43
articleFull Lecture Notes
auto_storiesReading Time: 26 Minutes
codeInline Code Snippets: 26
codeLines of Code: 332
Lesson #17
Broadcasting Explained - Tensors for Deep Learning and Neural Networks
play_circleOn-Demand Video Lecture
timerWatch Duration: 11:20
articleFull Lecture Notes
auto_storiesReading Time: 24 Minutes
codeInline Code Snippets: 22
codeLines of Code: 134
Lesson #18
TensorFlow.js - Running MobileNet in the browser
play_circleOn-Demand Video Lecture
timerWatch Duration: 08:00
articleFull Lecture Notes
auto_storiesReading Time: 18 Minutes
codeInline Code Snippets: 10
codeLines of Code: 52