{"product_id":"9781119654742","title":"Machine Learning and Big Data Concepts, Algorithms, Tools and Applications","description":"\u003ch1\u003eMachine Learning and Big Data\u003c\/h1\u003e\u003ch2\u003eConcepts, Algorithms, Tools and Applications\u003c\/h2\u003e\u003ch3\u003eUma N. Dulhare | Khaleel Ahmad | Khairol Amali Bin Ahmad\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eComputers \/ Programming \/ Algorithms\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cp\u003e\u003cb\u003eThis book is intended for academic and industrial developers, exploring and developing applications in the area of big data and machine learning, including those that are solving technology requirements, evaluation of methodology advances and algorithm demonstrations.\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eThe intent of this book is to provide awareness of algorithms used for machine learning and big data in the academic and professional community. The 17 chapters are divided into 5 sections: Theoretical Fundamentals; Big Data and Pattern Recognition; Machine Learning: Algorithms \u0026amp; Applications; Machine Learning's Next Frontier and Hands-On and Case Study. While it dwells on the foundations of machine learning and big data as a part of analytics, it also focuses on contemporary topics for research and development. In this regard, the book covers machine learning algorithms and their modern applications in developing automated systems.\u003c\/p\u003e \u003cp\u003eSubjects covered in detail include:\u003c\/p\u003e \u003cul\u003e \u003cli\u003eMathematical foundations of machine learning with various examples.\u003c\/li\u003e \u003cli\u003eAn empirical study of supervised learning algorithms like Naïve Bayes, KNN and semi-supervised learning algorithms viz. S3VM, Graph-Based, Multiview.\u003c\/li\u003e \u003cli\u003ePrecise study on unsupervised learning algorithms like GMM, K-mean clustering, Dritchlet process mixture model, X-means and Reinforcement learning algorithm with Q learning, R learning, TD learning, SARSA Learning, and so forth.\u003c\/li\u003e \u003cli\u003eHands-on machine leaning open source tools viz. Apache Mahout, H\u003csub\u003e2\u003c\/sub\u003eO.\u003c\/li\u003e \u003cli\u003eCase studies for readers to analyze the prescribed cases and present their solutions or interpretations with intrusion detection in MANETS using machine learning.\u003c\/li\u003e \u003cli\u003eShowcase on novel user-cases: Implications of Electronic Governance as well as Pragmatic Study of BD\/ML technologies for agriculture, healthcare, social media, industry, banking, insurance and so on.\u003c\/li\u003e \u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e  \u003cp\u003e\u003cb\u003eUma N. Dulhare\u003c\/b\u003e is a Professor in the Department of Computer Science \u0026amp; Eng., MJCET affiliated to Osmania University, Hyderabad, India. She has more than 20 years teaching experience years with many publications in reputed international conferences, journals and online book chapter contributions. She received her PhD from Osmania University, Hyderabad. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eKhaleel Ahmad\u003c\/b\u003e is an Assistant Professor in the Department of Computer Science \u0026amp; Information Technology at Maulana Azad National Urdu University, Hyderabad, India. He holds a PhD in Computer Science \u0026amp; Engineering. He has published more than 25 papers in refereed journals and conferences as well as edited two books. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eKhairol Amali bin Ahmad\u003c\/b\u003e obtained a BSc in Electrical Engineering in 1992 from the United States Military Academy, West Point, MSc in Military Electronic Systems Engineering in 1999 from Cranfield University, England, and PhD from ISAE-SUPAERO, France in 2015. Currently, he is the Dean of the Engineering Faculty at the National Defense University of Malaysia. \u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e01 September 2020\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eWiley\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eWiley-Scrivener\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9781119654742\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003eHardback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e544\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWeight (oz): \u003c\/td\u003e\n\u003ctd\u003e16.0\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":44378891288716,"sku":"9781119654742","price":224.06,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781119654742.jpg?v=1780183875","url":"https:\/\/lateknightbooks.com\/products\/9781119654742","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}