{"product_id":"hands-on-pattern-mining-theory-and-examples-with-pami-sklearn-keras-and-tensorflow-9789819667901","title":"Hands-on Pattern Mining: Theory and Examples with Pami, Sklearn, Keras, and Tensorflow","description":"\u003cp\u003e • Author(s): Uday Kiran Rage\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\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 The book consists of three main parts:  - 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. - 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. - 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.","brand":"Springer","offers":[{"title":"Hardcover","offer_id":47658209050775,"sku":"9789819667901","price":4407.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9789819667901.webp?v=1775817822","url":"https:\/\/atlanticbooks.com\/products\/hands-on-pattern-mining-theory-and-examples-with-pami-sklearn-keras-and-tensorflow-9789819667901","provider":"Atlantic Books","version":"1.0","type":"link"}