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Hands-On Python Deep Learning for the Web

You're reading from  Hands-On Python Deep Learning for the Web

Product type Book
Published in May 2020
Publisher Packt
ISBN-13 9781789956085
Pages 404 pages
Edition 1st Edition
Languages
Authors (2):
Anubhav Singh Anubhav Singh
Profile icon Anubhav Singh
Sayak Paul Sayak Paul
Profile icon Sayak Paul
View More author details

Table of Contents (19) Chapters

Preface Artificial Intelligence on the Web
Demystifying Artificial Intelligence and Fundamentals of Machine Learning Using Deep Learning for Web Development
Getting Started with Deep Learning Using Python Creating Your First Deep Learning Web Application Getting Started with TensorFlow.js Getting Started with Different Deep Learning APIs for Web Development
Deep Learning through APIs Deep Learning on Google Cloud Platform Using Python DL on AWS Using Python: Object Detection and Home Automation Deep Learning on Microsoft Azure Using Python Deep Learning in Production (Intelligent Web Apps)
A General Production Framework for Deep Learning-Enabled Websites Securing Web Apps with Deep Learning DIY - A Web DL Production Environment Creating an E2E Web App Using DL APIs and Customer Support Chatbot Other Books You May Enjoy Appendix: Success Stories and Emerging Areas in Deep Learning on the Web

A sample end-to-end AI-integrated web application

Now that we have discussed an overview and the pitfalls to avoid when creating an AI-powered website backend, let's move on to creating one—albeit a rather simple one—that demonstrates the general overview of the solution.

We will cover the following steps, as stated previously:

  • The collection of data as per the problem statement
  • Cleaning and preprocessing the data
  • Building the AI model
  • Creating an interface
  • Using the AI model on the interface

While we have previously discussed the pitfalls of collecting the data, we will briefly discuss here the tools and methods that can be employed to complete the task.

Data collection and cleanup

For the purpose of...

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