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
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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
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Deploy Keras Neural Network to Flask web service | Part 1 - Overview
Lesson #2
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Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
Lesson #3
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Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
Lesson #4
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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
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Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask
Lesson #6
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Deploy Keras neural network to Flask web service | Part 6 - Build web app to send images to VGG16
Lesson #7
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Deploy Keras neural network to Flask web service | Part 7 - Visualizations with D3, DC, Crossfilter
Lesson #8
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Deploy Keras neural network to Flask web service | Part 8 - Access model from Powershell, Curl
Lesson #9
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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
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TensorFlow.js - Introducing deep learning with client-side neural networks
Lesson #11
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TensorFlow.js - Convert Keras model to Layers API format
Lesson #12
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TensorFlow.js - Serve deep learning models with Node.js and Express
Section 2 - Deploy Neural Network to Web App
Lesson #13
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TensorFlow.js - Building the UI for neural network web app
Lesson #14
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TensorFlow.js - Loading the model into a neural network web app
Lesson #15
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TensorFlow.js - Explore tensor operations through VGG16 preprocessing
Lesson #16
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TensorFlow.js - Examining tensors with the debugger
Lesson #17
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Broadcasting Explained - Tensors for Deep Learning and Neural Networks
Lesson #18
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