Book Image

Hands-On Machine Learning with TensorFlow.js

By : Kai Sasaki
Book Image

Hands-On Machine Learning with TensorFlow.js

By: Kai Sasaki

Overview of this book

TensorFlow.js is a framework that enables you to create performant machine learning (ML) applications that run smoothly in a web browser. With this book, you will learn how to use TensorFlow.js to implement various ML models through an example-based approach. Starting with the basics, you'll understand how ML models can be built on the web. Moving on, you will get to grips with the TensorFlow.js ecosystem to develop applications more efficiently. The book will then guide you through implementing ML techniques and algorithms such as regression, clustering, fast Fourier transform (FFT), and dimensionality reduction. You will later cover the Bellman equation to solve Markov decision process (MDP) problems and understand how it is related to reinforcement learning. Finally, you will explore techniques for deploying ML-based web applications and training models with TensorFlow Core. Throughout this ML book, you'll discover useful tips and tricks that will build on your knowledge. By the end of this book, you will be equipped with the skills you need to create your own web-based ML applications and fine-tune models to achieve high performance.
Table of Contents (17 chapters)
Free Chapter
1
Section 1: The Rationale of Machine Learning and the Usage of TensorFlow.js
5
Section 2: Real-World Applications of TensorFlow.js
12
Section 3: Productionizing Machine Learning Applications with TensorFlow.js

Drawing cats with Magenta.js

Magenta is an open source project that you can use to apply machine learning technology in the fields of art and music. It is mainly used by researchers or artists who are enthusiastic about making use of machine learning technology in the artistic field. Magenta was originally developed on the TensorFlow Python API, but the web platform is regarded as the best place to run the audio and image application. Then, Magenta was also integrated into the web with TensorFlow.js. Like ML5.js, Magenta.js is just a collection of models that can be utilized in the machine learning applications, especially for music and image processing. Pre-trained models are available so that we can save time while training the model from scratch.

There are three main types of modules in Magenta.js, @magenta/music, @magenta/sketch, and @magenta/image. As the name suggests, the...