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
![Course thumbnail for Deep Learning Deployment Basics - Neural Network Web Apps](/assets/jpg/241389fd.jpg)
What's Included:
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
![Lesson thumbnail for Deploy Keras Neural Network to Flask web service | Part 1 - Overview](/assets/jpg/241389fd.jpg)
Deploy Keras Neural Network to Flask web service | Part 1 - Overview
Lesson #2
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app](/assets/jpg/aba16e24.jpg)
Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
Lesson #3
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask](/assets/jpg/77a7586a.jpg)
Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
Lesson #4
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 4 - Build a front end web application](/assets/jpg/652a8ba5.jpg)
Deploy Keras neural network to Flask web service | Part 4 - Build a front end web application
Section 2 - Deploy Neural Network to Web Service
Lesson #5
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask](/assets/jpg/eefdd615.jpg)
Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask
Lesson #6
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16](/assets/jpg/255dd2b7.jpg)
Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16
Lesson #7
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter](/assets/jpg/2ceee7aa.jpg)
Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter
Lesson #8
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl](/assets/jpg/025b8209.jpg)
Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl
Lesson #9
![Lesson thumbnail for Deploy Keras neural network to Flask web service | Part 9 - Information Privacy, Data Protection](/assets/jpg/abe26105.jpg)
Deploy Keras neural network to Flask web service | Part 9 - Information Privacy, Data Protection
Part 2 - Client-side Neural Network Deployment
Section 1 - Introduction to TensorFlow.js
Lesson #10
![Lesson thumbnail for TensorFlow.js - Introducing deep learning with client-side neural networks](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Introducing deep learning with client-side neural networks
Lesson #11
![Lesson thumbnail for TensorFlow.js - Convert Keras model to Layers API format](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Convert Keras model to Layers API format
Lesson #12
![Lesson thumbnail for TensorFlow.js - Serve deep learning models with Node.js and Express](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Serve deep learning models with Node.js and Express
Section 2 - Deploy Neural Network to Web App
Lesson #13
![Lesson thumbnail for TensorFlow.js - Building the UI for neural network web app](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Building the UI for neural network web app
Lesson #14
![Lesson thumbnail for TensorFlow.js - Loading the model into a neural network web app](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Loading the model into a neural network web app
Lesson #15
![Lesson thumbnail for TensorFlow.js - Explore tensor operations through VGG16 preprocessing](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Explore tensor operations through VGG16 preprocessing
Lesson #16
![Lesson thumbnail for TensorFlow.js - Examining tensors with the debugger](/assets/jpg/494b9b78.jpg)
TensorFlow.js - Examining tensors with the debugger
Lesson #17
![Lesson thumbnail for Broadcasting Explained - Tensors for Deep Learning and Neural Networks](/assets/jpg/494b9b78.jpg)
Broadcasting Explained - Tensors for Deep Learning and Neural Networks
Lesson #18
![Lesson thumbnail for TensorFlow.js - Running MobileNet in the browser](/assets/jpg/494b9b78.jpg)