Deep Learning Course
Deep Learning Deployment Basics - Neural Network Web Apps
Code Project-based
Level: Intermediate
Instructor: Mandy
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Course Includes:
18 Video Lectures
Watch Duration: 2.4 Hours
46 Pages of Lecture Notes
Reading Time: 5 Hours
1 Quiz Questions
1956 Lines of Code
0 Inline Math Snippets
134 Inline Code Snippets
3 Custom Visual Graphics
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
On-Demand Video Lecture
Full Lecture Notes
Custom Visual Graphics: 1
Watch Duration: 04:30
Reading Time: 9 Minutes
Updated and Maintained
Lesson #2

Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 11
Watch Duration: 07:19
Reading Time: 13 Minutes
Lines of Code: 12
Lesson #3

Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 1
Watch Duration: 07:15
Reading Time: 14 Minutes
Lines of Code: 15
Lesson #4

Deploy Keras neural network to Flask web service | Part 4 - Build a front end web application
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 4
Watch Duration: 10:01
Reading Time: 24 Minutes
Lines 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
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 8
Watch Duration: 07:45
Reading Time: 16 Minutes
Lines of Code: 49
Lesson #6

Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 4
Watch Duration: 07:51
Reading Time: 16 Minutes
Lines of Code: 47
Lesson #7

Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 5
Watch Duration: 06:16
Reading Time: 13 Minutes
Lines of Code: 62
Lesson #8

Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 14
Watch Duration: 06:06
Reading Time: 12 Minutes
Lines of Code: 18
Lesson #9

Deploy Keras neural network to Flask web service | Part 9 - Information Privacy, Data Protection
On-Demand Video Lecture
Full Lecture Notes
Watch Duration: 04:54
Reading 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
On-Demand Video Lecture
Full Lecture Notes
Interactive Quiz Questions: 1
Watch Duration: 05:54
Reading Time: 13 Minutes
Custom Visual Graphics: 1
Lesson #11

TensorFlow.js - Convert Keras model to Layers API format
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 4
Watch Duration: 05:18
Reading Time: 12 Minutes
Lines of Code: 10
Lesson #12

TensorFlow.js - Serve deep learning models with Node.js and Express
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 7
Watch Duration: 08:27
Reading Time: 17 Minutes
Lines of Code: 29
Section 2 - Deploy Neural Network to Web App
Lesson #13

TensorFlow.js - Building the UI for neural network web app
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 6
Watch Duration: 08:09
Reading Time: 16 Minutes
Lines of Code: 1069
Lesson #14

TensorFlow.js - Loading the model into a neural network web app
On-Demand Video Lecture
Full Lecture Notes
Custom Visual Graphics: 1
Lines of Code: 50
Watch Duration: 10:13
Reading Time: 19 Minutes
Inline Code Snippets: 7
Updated and Maintained
Lesson #15

TensorFlow.js - Explore tensor operations through VGG16 preprocessing
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 5
Watch Duration: 08:46
Reading Time: 18 Minutes
Lines of Code: 31
Lesson #16

TensorFlow.js - Examining tensors with the debugger
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 26
Watch Duration: 15:43
Reading Time: 26 Minutes
Lines of Code: 332
Lesson #17

Broadcasting Explained - Tensors for Deep Learning and Neural Networks
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 22
Watch Duration: 11:20
Reading Time: 24 Minutes
Lines of Code: 134
Lesson #18

TensorFlow.js - Running MobileNet in the browser
On-Demand Video Lecture
Full Lecture Notes
Inline Code Snippets: 10
Watch Duration: 08:00
Reading Time: 18 Minutes
Lines of Code: 52