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  • The Emerging Science of Machine Learning Benchmarks

    by Moritz Hardt ...
    The first comprehensive introduction to benchmarking, the engine behind progress in AIIn machine learning, researchers split their data into training and test sets, let model builders compete on the test set, and call it a benchmark. Statistical tradition prescribed locking test sets in a vault, but machine learning practitioners shared them freely. Benchmarking shouldn’t have worked, but it did, ... Read more

    $43.99 CAD

    PRE-ORDER

  • Fairness and Machine Learning

    Limitations and Opportunities

    Series series Adaptive Computation and Machine Learning series
    An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning.Fairness and Machine Learning introduces advanced undergraduate and graduate students to the intellectual foundations of this recently emergent field, drawing on a diverse range of disciplinary perspectives to identify the opportunities and hazards of automated decision-making. ... Read more

    $67.99 CAD

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    What You Need to Know about Data Mining and Data-Analytic Thinking

    Written by renowned data science experts Foster Provost and Tom Fawcett, Data Science for Business introduces the fundamental principles of data science, and walks you through the "data-analytic thinking" necessary for extracting useful knowledge and business value from the data you collect. This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course ... Read more

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  • Understanding Social Networks

    Theories, Concepts, and Findings

    Despite the swift spread of social network concepts and their applications and the rising use of network analysis in social science, there is no book that provides a thorough general introduction for the serious reader. Understanding Social Networks fills that gap by explaining the big ideas that underlie the social network phenomenon. Written for those interested in this fast moving area but who ... Read more

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  • Statistical Methods in Online A/B Testing

    Statistics for data-driven business decisions and risk management in e-commerce

    "Statistical Methods in Online A/B Testing" is a comprehensive guide to statistics in online controlled experiments, a.k.a. A/B tests, that tackles the difficult matter of statistical inference in a way accessible to readers with little to no prior experience with it. Each concept is built from the ground up, explained thoroughly, and illustrated with practical examples from website testing.The ... Read more

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  • A Citizen's Guide to Artificial Intelligence

    ARTIFICIAL INTELLIGENCE FOR BEGINNERS: Get a concise, informative overview of AI ethics and policy—and how it could impact our society.Artificial intelligence, or AI for short, has generated a staggering amount of hype in the past several years. Is it the game-changer it's been cracked up to be? If so, how is it changing the game? How is it likely to affect us as customers, tenants, aspiring home ... Read more

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  • Operational Risk Management

    A Practical Approach to Intelligent Data Analysis

    Edited by Yossi Raanan, Ron S. Kenett ...
    Series Book 106 - Statistics in Practice
    Models and methods for operational risks assessment and mitigation are gaining importance in financial institutions, healthcare organizations, industry, businesses and organisations in general. This book introduces modern Operational Risk Management and describes how various data sources of different types, both numeric and semantic sources such as text can be integrated and analyzed. The book ... Read more

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  • Product Analytics

    Applied Data Science Techniques for Actionable Consumer Insights

    Series series Addison-Wesley Data & Analytics Series
    Use Product Analytics to Understand Consumer Behavior and Change It at ScaleProduct Analytics is a complete, hands-on guide to generating actionable business insights from customer data. Experienced data scientist and enterprise manager Joanne Rodrigues introduces practical statistical techniques for determining why things happen and how to change what people do at scale. She complements these ... Read more

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  • Privacy, Big Data, and the Public Good

    Frameworks for Engagement

    Massive amounts of data on human beings can now be analyzed. Pragmatic purposes abound, including selling goods and services, winning political campaigns, and identifying possible terrorists. Yet 'big data' can also be harnessed to serve the public good: scientists can use big data to do research that improves the lives of human beings, improves government services, and reduces taxpayer costs. In ... Read more

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  • Data Science: The Hard Parts

    Techniques for Excelling at Data Science

    This practical guide provides a collection of techniques and best practices that are generally overlooked in most data engineering and data science pedagogy. A common misconception is that great data scientists are experts in the "big themes" of the discipline—machine learning and programming. But most of the time, these tools can only take us so far. In practice, the smaller tools and skills ... Read more

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  • Human-Centered Data Science

    An Introduction

    Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets.Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the ... Read more

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  • Social Network Theory and Educational Change

    Edited by Alan J. Daly ...
    Social Network Theory and Educational Change offers a provocative and fascinating exploration of how social networks in schools can impede or facilitate the work of education reform.Drawing on the work of leading scholars, the book comprises a series of studies examining networks among teachers and school leaders, contrasting formal and informal organizational structures, and exploring the ... Read more

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