Book

Hands-On Machine Learning with TensorFlow.js

Hands-On Machine Learning with TensorFlow.js is a comprehensive guide that will help you easily get started with machine learning algorithms and techniques using TensorFlow.js. By the end of this book, you will be able to create and optimize your own web-based machine learning applications using practical examples.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

9h52m

Language

English

About Book

Who Is This Book For?

This book is for web developers who want to learn how to integrate machine learning techniques with web-based applications from scratch. This book will also appeal to data scientists, machine learning practitioners, and deep learning enthusiasts who are looking to perform accelerated, browser-based machine learning on Web using TensorFlow.js. Working knowledge of JavaScript programming language is all you need to get started.

Book content

chapters 9h52m total length

Machine Learning for the Web

Importing Pre-trained Models into TensorFlow.js

TensorFlow.js Ecosystem

Polynomial Regression

Classification with Logistic Regression

Unsupervised Learning

Sequential Data Analysis

Dimensionality Reduction

Solving Markov decision problems

Deploying Machine Learning Applications

Tuning applications to achieve high performance

Future Works around TensorFlow.js

Related Resources

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