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Grokking Machine Learning

av Luis G. Serrano

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Förlag Pearson Education
Språk Engelska
Bandtyp Häftad
Utgiven 2021-01-28
Antal sidor 350
ISBN 9781617295911
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Beskrivning

It's time to dispel the myth that machine learning is difficult. Grokking Machine Learning teaches you how to apply ML to your projects using only standard Python code and high school-level math. No specialist knowledge is required to tackle the hands-on exercises using readily available machine learning tools!

 

In Grokking Machine Learning, expert machine learning engineer Luis Serrano introduces the most valuable ML techniques and teaches you how to make them work for you. Practical examples illustrate each new concept to ensure you’re grokking as you go. You’ll build models for spam detection, language analysis, and image recognition as you lock in each carefully-selected skill. Packed with easy-to-follow

Python-based exercises and mini-projects, this book sets you on the path to becoming a machine learning expert.

 

Key Features

·   Different types of machine learning, including supervised and unsupervised learning

·   Algorithms for simplifying, classifying, and splitting data

·   Machine learning packages and tools

·   Hands-on exercises with fully-explained Python code samples

 

For readers with intermediate programming knowledge in Python or a similar language.

 

About the technology

Machine learning is a collection of mathematically-based techniques and algorithms that enable computers to identify patterns and generate predictions from data. This revolutionary data analysis approach is behind everything from recommendation systems to self-driving cars, and is transforming industries from finance to art.

 

Luis G. Serrano has worked as the Head of Content for Artificial Intelligence at Udacity and as a Machine Learning Engineer at Google, where he worked on the YouTube recommendations system. He holds a PhD in mathematics from the University of Michigan, a Bachelor and Masters from the University of Waterloo, and worked as a postdoctoral researcher at the University of Quebec at Montreal. He shares his machine learning expertise on a YouTube channel with over 2 million views and 35 thousand subscribers, and is a frequent speaker at artificial intelligence and data science conferences.

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