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Courses chevron_right Deep Learning chevron_right Classic

Deep Learning Course

Deep Learning Deployment Basics - Neural Network Web Apps

Code Project-based

Level: Intermediate

Instructor: Mandy

Open Course

Course thumbnail for Deep Learning Deployment Basics - Neural Network Web Apps

Libraries:

Course Includes:

play_circle18 Video Lectures

timerWatch Duration: 2.4 Hours

article46 Pages of Lecture Notes

auto_storiesReading Time: 5 Hours

fact_check1 Quiz Questions

code1956 Lines of Code

functions0 Inline Math Snippets

code134 Inline Code Snippets

auto_awesome3 Custom Visual Graphics

updateUpdated and Maintained

Deep Learning Deployment Basics.

In this course, we learn how to deploy artificial neural networks.

What you'll learn ...

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Learn how to use Flask as a web service

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Understand how to build a Flask app in code

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Learn how to send a receive data to/from a web service

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Understand how to build a front-end web application with HTML & JS

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Learn how to host a neural network with Flask

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Understand how to interact with a neural network via web apps

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Build web apps to interact with neural networks

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Learn the difference between client-side and server-side development

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Learn how to use the TensorFlow.js library

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Understand how to serve deep learning models with Node.js

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Learn how to run a neural network in the browser

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Understand when to deploy a network in the browser vs. a web service

Course Technologies.

In this course, we use Python, TensorFlow, TensorFlow.js, Flask, HTML, JavaScript, Discord, and Jupyter.

Deep Learning Deployment Basics Syllabus.

Learn how to use web apps and web services to deploy and interact with deep learning models.

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

articleFull Lecture Notes

auto_awesomeCustom Visual Graphics: 1

timerWatch Duration: 04:30

auto_storiesReading Time: 9 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 11

timerWatch Duration: 07:19

auto_storiesReading Time: 13 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 1

timerWatch Duration: 07:15

auto_storiesReading Time: 14 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 4

timerWatch Duration: 10:01

auto_storiesReading Time: 24 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 8

timerWatch Duration: 07:45

auto_storiesReading Time: 16 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 4

timerWatch Duration: 07:51

auto_storiesReading Time: 16 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 5

timerWatch Duration: 06:16

auto_storiesReading Time: 13 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 14

timerWatch Duration: 06:06

auto_storiesReading Time: 12 Minutes

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

articleFull Lecture Notes

timerWatch Duration: 04:54

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

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 05:54

auto_storiesReading Time: 13 Minutes

auto_awesomeCustom Visual Graphics: 1

Lesson #11

TensorFlow.js - Convert Keras model to Layers API format

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 4

timerWatch Duration: 05:18

auto_storiesReading Time: 12 Minutes

codeLines of Code: 10

Lesson #12

TensorFlow.js - Serve deep learning models with Node.js and Express

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 7

timerWatch Duration: 08:27

auto_storiesReading Time: 17 Minutes

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

articleFull Lecture Notes

codeInline Code Snippets: 6

timerWatch Duration: 08:09

auto_storiesReading Time: 16 Minutes

codeLines of Code: 1069

Lesson #14

TensorFlow.js - Loading the model into a neural network web app

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

auto_awesomeCustom Visual Graphics: 1

codeLines of Code: 50

timerWatch Duration: 10:13

auto_storiesReading Time: 19 Minutes

codeInline Code Snippets: 7

updateUpdated and Maintained

Lesson #15

TensorFlow.js - Explore tensor operations through VGG16 preprocessing

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 5

timerWatch Duration: 08:46

auto_storiesReading Time: 18 Minutes

codeLines of Code: 31

Lesson #16

TensorFlow.js - Examining tensors with the debugger

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 26

timerWatch Duration: 15:43

auto_storiesReading Time: 26 Minutes

codeLines of Code: 332

Lesson #17

Broadcasting Explained - Tensors for Deep Learning and Neural Networks

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 22

timerWatch Duration: 11:20

auto_storiesReading Time: 24 Minutes

codeLines of Code: 134

Lesson #18

TensorFlow.js - Running MobileNet in the browser

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

codeInline Code Snippets: 10

timerWatch Duration: 08:00

auto_storiesReading Time: 18 Minutes

codeLines of Code: 52