{"product_id":"machine-learning-with-r-5","title":"Machine Learning with R: Prepare and process data with H2O and Keras","description":"\u003cp\u003eHow do you \u003cstrong\u003eteach computers to learn from data\u003c\/strong\u003e?\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThis hands-on introduction teaches the basics of machine learning with R, \u003cstrong\u003eH2O\u003c\/strong\u003e and \u003cstrong\u003eKeras\u003c\/strong\u003e using \u003cstrong\u003enumerous examples\u003c\/strong\u003e. You will be able to select the appropriate approach and apply it to your own questions such as image classification or predictions.\u003c\/p\u003e\u003cp\u003eSince erroneous data can jeopardize learning success, \u003cstrong\u003especial attention is paid to data preparation and analysis\u003c\/strong\u003e. For this purpose, R provides highly developed and scientifically sound analysis libraries, the functionality and application of which are shown.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eYou will learn for which applications \u003cstrong\u003estatistical methods such as regression, classification, factor, cluster and time series analysis\u003c\/strong\u003e are sufficient and when it is better to use \u003cstrong\u003eneural networks such as e.g. B. CNNs or RNNs\u003c\/strong\u003e should work. The H20 framework and Keras are used here.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eExamples show how you can \u003cstrong\u003eanalyze stumbling blocks \u003c\/strong\u003ein the learning process or how to avoid them from the outset. You will also learn under what circumstances you can reuse the results of machine learning and how to do this.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThis book is a translation of \"Maschinelles Lernen mit R\", Carl Hanser Verlag, ISBN 978-3446471658\u003c\/p\u003e","brand":"None","offers":[{"title":"Paperback","offer_id":46534587515090,"sku":"9783982576305","price":34.99,"currency_code":"CAD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0655\/8980\/5233\/files\/1_92a6f923-17a8-4293-afea-ec2d29764adb.jpg?v=1762994758","url":"https:\/\/www.indigo.ca\/products\/machine-learning-with-r-5","provider":"Indigo","version":"1.0","type":"link"}