{"product_id":"hands-on-pattern-mining-von-uday-kiran-rage","title":"Hands-on Pattern Mining","description":"\n                                \n                \u003cp\u003eThis book introduces pattern mining by presenting various pattern mining techniques and giving hands-on experience with each technique. Pattern mining is a popular data mining technique with many real-world applications, and involves discovering all user interest-based patterns that may exist in a database. Several models and numerous algorithms were described in the literature to find these patterns in binary databases, quantitative databases, uncertain databases, and streams. Since the lack of a Python toolkit containing these algorithms has limited the wide adaptability of pattern-mining techniques, the author developed Pattern Mining (PAMI) Python library, which currently contains 80+ algorithms to discover useful patterns in transactional databases, temporal databases, quantitative databases, and graphs.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eThe book consists of three main parts:\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e· Introduction: The first chapter introduces big data, types of learning techniques, and the importance of pattern mining. The second chapter introduces the PAMI library, its organizational structure, installation, and usage.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e· Pattern mining algorithms and examples: The following chapters present the state-of-the-art techniques for discovering user interest-based patterns in (1) transactional databases, (2) temporal databases, (3) quantitative databases, (4) uncertain databases, (5) sequential databases, and (6) graphs.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e· Applications: The book concludes with several applications, where the predicted knowledge using TensorFlow and PyTorch was transformed into a database to discover future trends or patterns.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789819667901\"\u003e\u003ch3\u003eTheory and Examples with PAMI, Sklearn, Keras, and TensorFlow\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9789819667901","offer_id":55150212317509,"sku":"9789819667901","price":64.19,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/26bf744b-2101-4fce-b780-5821cfa0ab90.jpg?v=1776499460","url":"https:\/\/shop.autorenwelt.de\/en\/products\/hands-on-pattern-mining-von-uday-kiran-rage","provider":"Autorenwelt Shop","version":"1.0","type":"link"}