{"product_id":"9781484268674","title":"Practical Machine Learning for Streaming Data with Python: Design, Develop, and Validate Online Learning Models","description":"Design, develop, and validate machine learning models with streaming data using the Scikit-Multiflow framework. This book is a quick start guide for data scientists and machine learning engineers looking to implement machine learning models for streaming data with Python to generate real-time insights. \u003cbr\u003e\u003cp\u003eYou'll start with an introduction to streaming data, the various challenges associated with it, some of its real-world business applications, and various windowing techniques. You'll then examine incremental and online learning algorithms, and the concept of model evaluation with streaming data and get introduced to the Scikit-Multiflow framework in Python. This is followed by a review of the various change detection\/concept drift detection algorithms and the implementation of various datasets using Scikit-Multiflow.\u003c\/p\u003e\u003cp\u003eIntroduction to the various supervised and unsupervised algorithms for streaming data, and their implementation on various datasets using Python are also covered. The book concludes by briefly covering other open-source tools available for streaming data such as Spark, MOA (Massive Online Analysis), Kafka, and more.\u003c\/p\u003e\u003cbr\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eUnderstand machine learning with streaming data concepts\u003c\/li\u003e\n\u003cli\u003eReview incremental and online learning\u003c\/li\u003e\n\u003cli\u003eDevelop models for detecting concept drift\u003c\/li\u003e\n\u003cli\u003eExplore techniques for classification, regression, and ensemble learning in streaming data contexts\u003c\/li\u003e\n\u003cli\u003eApply best practices for debugging and validating machine learning models in streaming data context\u003c\/li\u003e\n\u003cli\u003eGet introduced to other open-source frameworks for handling streaming data.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003eMachine learning engineers and data science professionals\u003cbr\u003e","brand":"Apress","offers":[{"title":"Default Title","offer_id":46630158041329,"sku":"9781484268674","price":64.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0674\/5433\/7265\/files\/9781484268674_p0.jpg?v=1765490410","url":"https:\/\/shop.barnesandnoble.com\/products\/9781484268674","provider":"Barnes \u0026 Noble","version":"1.0","type":"link"}