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Optimize the performance of your systems with practical experiments used by engineers in the world’s most competitive industries. In Experimentation for Engineers: From A/B testing to Bayesian optimization you will learn how to: Design, run, and analyze an A/B test Break the "feedback loops" caused by periodic retraining of ML models Increase experimentation rate with multi-armed bandits Tune multiple parameters experimentally with Bayesian optimization Clearly define business metrics used for decision-making Identify and avoid the common pitfalls of experimentation Experimentation for Engineers: From A/B testing to Bayesian optimization is a toolbox of techniques for evaluating new featur...
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This hearing report, one of a series on the reauthorization of the Higher Education Act of 1965, contains testimony concerning Titles I, VI, and XI of that Act. Title I authorizes a series of programs designed to aid the nontraditional student. Title VI provides funds for fellowships, the establishment of national resource centers, language resource centers and business and international education programs. Title XI addresses partnerships for economic development and urban community service. This hearing consisted of two panels which included students and individuals from universities, national higher education associations, congressional representatives, and community colleges. The witnesses addressed the following issues: the needs of part-time and adult students, the internationalization of higher education, foreign language learning, study abroad, cooperative education programs, the needs of urban areas and the role that urban universities can play there, and educating the workforce. The prepared statements of the witnesses as well as supporting documents and supplemental materials are included. (JB)
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Public Private Partnerships (PPPs) promise much and present an exciting policy option. Yet as this Handbook reveals there is still much debate about the meaning of partnership, and the degree to which potential advantages are in fact being delivered. In this timely Handbook, leading scholars from around the world explore the challenges presented by infrastructure PPPs, and contemplate what lies ahead as governments balance the need to provide innovative new infrastructure against the requirement for good public governance. This Handbook builds on a range of exciting theoretical lenses that span several disciplinary boundaries. It presents innovative insights and informed perspectives from an international base of empirical evidence. This essential Handbook will prove an invaluable reference work for academics, advanced post-graduate students and commentators of PPPs, as well as professionals, infrastructure regulators and government policy advisors.