{"product_id":"unlocking-the-power-of-streaming-data-online-learning-for-diverse-applications-9783384255945","title":"Unlocking the Power of Streaming Data: Online Learning for Diverse Applications","description":"\u003cp\u003e • Author(s): James\u003cbr\u003e • Publisher: Tredition Gmbh\u003cbr\u003e • Publisher Imprint: Tredition Gmbh\u003cbr\u003e • BISAC: General\u003c\/p\u003e\u003cp\u003eData streams are defined as large sequences of data, gathered from sources such as sensor networks and customer click streams, that are possibly infinite and temporarily ordered [7, 22]. Instances in data streams arrive fast, either in batches of data, or instance-by-instance; each instance needs to be processed in a timely manner. Due to these characteristics, such as large amount of data and time constraints, tra-ditional static machine learning algorithms are unsuitable for direct use [7]. That is, techniques learning from data streams need to maintain their performance throughout the stream while limiting memory and processing time. Moreover, evolving or non-stationary data streams are susceptible to changes in the distribution of data, also known as concept drifts.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46442958684311,"sku":"9783384255945","price":1868.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783384255945.webp?v=1769124735","url":"https:\/\/atlanticbooks.com\/products\/unlocking-the-power-of-streaming-data-online-learning-for-diverse-applications-9783384255945","provider":"Atlantic Books","version":"1.0","type":"link"}