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Hands-on Machine Learning with JavaScript - Solve complex computational web problems using machine learning (Paperback)
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Hands-on Machine Learning with JavaScript - Solve complex computational web problems using machine learning (Paperback)
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A definitive guide to creating an intelligent web application with
the best of machine learning and JavaScript Key Features Solve
complex computational problems in browser with JavaScript Teach
your browser how to learn from rules using the power of machine
learning Understand discoveries on web interface and API in machine
learning Book DescriptionIn over 20 years of existence, JavaScript
has been pushing beyond the boundaries of web evolution with proven
existence on servers, embedded devices, Smart TVs, IoT, Smart Cars,
and more. Today, with the added advantage of machine learning
research and support for JS libraries, JavaScript makes your
browsers smarter than ever with the ability to learn patterns and
reproduce them to become a part of innovative products and
applications. Hands-on Machine Learning with JavaScript presents
various avenues of machine learning in a practical and objective
way, and helps implement them using the JavaScript language.
Predicting behaviors, analyzing feelings, grouping data, and
building neural models are some of the skills you will build from
this book. You will learn how to train your machine learning models
and work with different kinds of data. During this journey, you
will come across use cases such as face detection, spam filtering,
recommendation systems, character recognition, and more. Moreover,
you will learn how to work with deep neural networks and guide your
applications to gain insights from data. By the end of this book,
you'll have gained hands-on knowledge on evaluating and
implementing the right model, along with choosing from different JS
libraries, such as NaturalNode, brain, harthur, classifier, and
many more to design smarter applications. What you will learn Get
an overview of state-of-the-art machine learning Understand the
pre-processing of data handling, cleaning, and preparation Learn
Mining and Pattern Extraction with JavaScript Build your own model
for classification, clustering, and prediction Identify the most
appropriate model for each type of problem Apply machine learning
techniques to real-world applications Learn how JavaScript can be a
powerful language for machine learning Who this book is forThis
book is for you if you are a JavaScript developer who wants to
implement machine learning to make applications smarter, gain
insightful information from the data, and enter the field of
machine learning without switching to another language. Working
knowledge of JavaScript language is expected to get the most out of
the book.
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