Book Image

Hands-On Machine Learning with TensorFlow.js [Video]

By : Arish Ali
Book Image

Hands-On Machine Learning with TensorFlow.js [Video]

By: Arish Ali

Overview of this book

<p>Machine learning is a growing and in-demand skill, but so far JavaScript developers have not been able to take advantage of it due to the steep learning curve involved in learning a new language. TensorFlow.js is a great way to begin learning machine learning in the browser with TensorFlow.js. It allows you to operate offline to train new models and retrain existing models. </p><p> </p><p>This course covers most of the major topics in machine learning and explains them with the help of Tensorflow.js implementations. The course is focused on the result-oriented nature of most JavaScript developers, and focuses on Tensorflow.js to the fullest in the least amount of time. </p><p>At the end of the course, you’ll evaluate and implement the right model to design smarter applications. </p><p> </p><p>The code files are placed at: </p><p>https://github.com/PacktPublishing/Hands-on-Machine-Learning-with-TensorFlow.js</p>
Table of Contents (6 chapters)
Chapter 4
Making Our Models Better
Content Locked
Section 4
Optimizing the Models
What is optimization? And what are the problems involved like vanishing gradient problem? - Learn about batching the data into different sized groups - Know about the vanishing/ exploding gradient problem - Get to know one of the ways to prevent vanishing gradient problem