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portada Automated Machine Learning for Business
Type
Physical Book
Author
Publisher
Language
English
Pages
352
Format
Paperback
Dimensions
25.1x17.3x2 cm
Weight
0.57 kg.
ISBN13
9780190941666
Categories

Automated Machine Learning for Business

Kai R. Larsen (Author) · Daniel S. Becker (Author) · Oxford University Press · Paperback

Automated Machine Learning for Business - R. Larsen, Kai ; Becker, Daniel S.

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Synopsis "Automated Machine Learning for Business "

Teaches the machine learning process for business students and professionals using automated machine learning, a new development in data science that requires only a few weeks to learn instead of years of training Though the concept of computers learning to solve a problem may still conjure thoughts of futuristic artificial intelligence, the reality is that machine learning algorithms now exist within most major software, including Websites and even word processors. These algorithms are transforming societyin the most radical way since the Industrial Revolution, primarily through automating tasks such as deciding which users to advertise to, which machines are likely to break down, and which stock to buy and sell. While this work no longer always requires advanced technical expertise, it is crucialthat practitioners and students alike understand the world of machine learning. In this book, Kai R. Larsen and Daniel S. Becker teach the machine learning process using a new development in data science: automated machine learning (AutoML). AutoML, when implemented properly, makes machine learning accessible by removing the need for years of experience in the most arcaneaspects of data science, such as math, statistics, and computer science. Larsen and Becker demonstrate how anyone trained in the use of AutoML can use it to test their ideas and support the quality of those ideas during presentations to management and stakeholder groups. Because the requisiteinvestment is a few weeks rather than a few years of training, these tools will likely become a core component of undergraduate and graduate programs alike. With first-hand examples from the industry-leading DataRobot platform, Automated Machine Learning for Business provides a clear overview of the process and engages with essential tools for the future of data science.

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