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Deep Learning Course

Deep Learning Deployment Basics - Neural Network Web Apps

Code Project-based

Level: Intermediate

Instructor: Mandy

FREE ACCESS
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Course thumbnail for Deep Learning Deployment Basics - Neural Network Web Apps
Libraries:
TensorFlow logo
Keras logo
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.

Python logo Jupyter logo Discord logo HTML logo Flask logo JavaScript logo TensorFlow logo

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

Part 2 - Client-side Neural Network Deployment

Section 2 - Deploy Neural Network to Web App

Lesson #13

Lesson thumbnail for TensorFlow.js - Building the UI for neural network web app
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

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

Lesson thumbnail for TensorFlow.js - Explore tensor operations through VGG16 preprocessing
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

Lesson thumbnail for TensorFlow.js - Examining tensors with the debugger
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

Lesson thumbnail for Broadcasting Explained - Tensors for Deep Learning and Neural Networks
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

Lesson thumbnail for TensorFlow.js - Running MobileNet in the browser
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