[Free Ebook.wSmB] Fundamentals of Machine Learning for Predictive Data Analytics Algorithms Worked Examples and Case Studies (MIT Press)
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Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are used in predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, and document classification. This introductory textbook offers a detailed and focused treatment of the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications. Technical and mathematical material is augmented with explanatory worked examples, and case studies illustrate the application of these models in the broader business context.After discussing the trajectory from data to insight to decision, the book describes four approaches to machine learning: information-based learning, similarity-based learning, probability-based learning, and error-based learning. Each of these approaches is introduced by a nontechnical explanation of the underlying concept, followed by mathematical models and algorithms illustrated by detailed worked examples. Finally, the book considers techniques for evaluating prediction models and offers two case studies that describe specific data analytics projects through each phase of development, from formulating the business problem to implementation of the analytics solution. The book, informed by the authors' many years of teaching machine learning, and working on predictive data analytics projects, is suitable for use by undergraduates in computer science, engineering, mathematics, or statistics; by graduate students in disciplines with applications for predictive data analytics; and as a reference for professionals. Real-World Machine Learning - Summary Real-World Machine Learning is a practical guide designed to teach working developers the art of ML project execution Without overdosing you on academic Pattern Recognition and Machine Learning (Information Pattern Recognition and Machine Learning (Information Science and Statistics) [Christopher M Bishop] on *FREE* shipping on qualifying offers This is the Trump's Plan to Screw Over National Monuments Is Mirrored Neither Zinke nor Trump has confirmed this is the case but in a sad bit of irony The Wilderness Society noted yesterday that the official Bureau of Land Management Speech recognition - Wikipedia Speech recognition (SR) is the inter-disciplinary sub-field of computational linguistics that develops methodologies and technologies that enables the recognition and DoD 20171 SBIR Solicitation SBIRgov TECHNOLOGY AREA(S): Air Platform OBJECTIVE: Develop and demonstrate lightweight durable high power density electric motor technologies for main/auxiliary Teaching Materials - Machine Learning Book - Fundamentals Algorithms Worked Examples and Case Studies By John D Kelleher Brian Mac Namee and Aoife DArcy Why the Congressional Budget Office's Rating of the Health The House just passed the new health care bill to replace the Affordable Care Act Itll now move to the Senate but its already gotten a lot of opposition and How to Comment on the FCC's Proposal to Kill Net Neutrality The FCC has released its plans to kill off net neutrality and it doesnt look great for consumers Good news though just like last time the FCC is opening up the ai-one SDKs for building machine learning applications If the real life Tony Stark and technology golden boy Elon Musk is worried that AI is an existential threat to humanity are we doomed? Can mere mortals do anything A Very Short History Of Data Science - Forbes September 2010 Drew Conway writes in The Data Science Venn Diagram: one needs to learn a lot as they aspire to become a fully competent data
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