158 10 3117 http://repository.gctu.edu.gh/files/original/74bd5d27ced8055bdd0ec55a26443d20.pdf b1a17215c85b16148b9346f67c7214a4 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty of IT Business Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Demystifying Global Macroeconomics.3rd Edition Creator An entity primarily responsible for making the resource John E. Marthinsen Subject The topic of the resource Economics Publisher An entity responsible for making the resource available De Gruyter Date A point or period of time associated with an event in the lifecycle of the resource 2020 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English Type The nature or genre of the resource Text http://repository.gctu.edu.gh/files/original/cebe28517983987dcef986ed51b3f33d.pdf 17f21339d965c21c7334bb06508c43cd Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty of IT Business Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Macroeconomics.11th Edition Creator An entity primarily responsible for making the resource Rudiger Dornbusch, Stanley Fischer, Richard Startz Subject The topic of the resource Economics Publisher An entity responsible for making the resource available McGraw Hill Date A point or period of time associated with an event in the lifecycle of the resource 2011 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English Type The nature or genre of the resource Text http://repository.gctu.edu.gh/files/original/f1aec7bd2e538c57f37ebf61a5bc81f7.pdf 9f11c56f0040dc8854c46c2181e8df2c Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty of IT Business Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Economics.11th Edition Creator An entity primarily responsible for making the resource David Begg, Gianluigi Vernasca, Stanley Fischer, Rudiger Dornbusch Subject The topic of the resource Economics Publisher An entity responsible for making the resource available McGraw-Hill Higher Education Date A point or period of time associated with an event in the lifecycle of the resource 2014 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English Type The nature or genre of the resource Text http://repository.gctu.edu.gh/files/original/da5154225fe68ee12cfe6f73dd40af7e.pdf 9b55399f566ae0e4a0a34497df96bb71 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty of IT Business Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Macroeconomics: Theories and Policies. 10th Edition Creator An entity primarily responsible for making the resource Froyen T. Richard Subject The topic of the resource Economics Publisher An entity responsible for making the resource available Pearson Date A point or period of time associated with an event in the lifecycle of the resource 2014 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English Type The nature or genre of the resource text http://repository.gctu.edu.gh/files/original/80d61bba660dde3b43ae798862ef383a.pdf 88ede1871b0322c679e235636c28acbd Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Graduate School Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Information-Driven Machine Learning: Data Science as an Engineering Discipline Creator An entity primarily responsible for making the resource Gerald Friedland Subject The topic of the resource Intelligence and Data Science Management Publisher An entity responsible for making the resource available Springer Date A point or period of time associated with an event in the lifecycle of the resource 2023 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English Description An account of the resource This groundbreaking book transcends traditional machine learning approaches by introducing information measurement methodologies that revolutionize the field. Stemming from a UC Berkeley seminar on experimental design for machine learning tasks, these techniques aim to overcome the 'black box' approach of machine learning by reducing conjectures such as magic numbers (hyper-parameters) or model-type bias. Information-based machine learning enables data quality measurements, a priori task complexity estimations, and reproducible design of data science experiments. The benefits include significant size reduction, increased explainability, and enhanced resilience of models, all contributing to advancing the discipline's robustness and credibility. While bridging the gap between machine learning and disciplines such as physics, information theory, and computer engineering, this textbook maintains an accessible and comprehensive style, making complex topics digestible for a broad readership. Information-Driven Machine Learning explores the synergistic harmony among these disciplines to enhance our understanding of data science modeling. Instead of solely focusing on the "how," this text provides answers to the "why" questions that permeate the field, shedding light on the underlying principles of machine learning processes and their practical implications. By advocating for systematic methodologies grounded in fundamental principles, this book challenges industry practices that have often evolved from ideologic or profit-driven motivations. It addresses a range of topics, including deep learning, data drift, and MLOps, using fundamental principles such as entropy, capacity, and high dimensionality. Ideal for both academia and industry professionals, this textbook serves as a valuable tool for those seeking to deepen their understanding of data science as an engineering discipline. Its thought-provoking content stimulates intellectual curiosity and caters to readers who desire more than just code or ready-made formulas. The text invites readers to explore beyond conventional viewpoints, offering an alternative perspective that promotes a big-picture view for integrating theory with practice. Suitable for upper undergraduate or graduate-level courses, this book can also benefit practicing engineers and scientists in various disciplines by enhancing their understanding of modeling and improving data measurement effectively. http://repository.gctu.edu.gh/files/original/684e1617151109eea40847399e80fa97.pdf dac4a0ff0f1ea1530d8843d6d632838c Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Graduate School Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Intelligence: From Secrets to Policy.8th Edition Creator An entity primarily responsible for making the resource Mark M. Lowenthal Subject The topic of the resource Intelligence and Data Science Management Publisher An entity responsible for making the resource available CQ Press Date A point or period of time associated with an event in the lifecycle of the resource 2019 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English http://repository.gctu.edu.gh/files/original/414313e0d143a51d6395d02916833679.pdf 13ed37629c900133cc939b49c25e4aac Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty of IT Business Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Macroeconomics: Principles and Applications.6th Edition Creator An entity primarily responsible for making the resource Robert E. Hall, Marc Lieberman Subject The topic of the resource Economics Publisher An entity responsible for making the resource available Cengage Learning Date A point or period of time associated with an event in the lifecycle of the resource 2013 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English http://repository.gctu.edu.gh/files/original/a129b0be84769733610ad9edc62886f1.pdf b9d97de29d366a615b6acadd06480d43 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Graduate School Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Data Mining Concepts and Techniques: Complete Guide to a Comprehensive Understanding of Data Mining Creator An entity primarily responsible for making the resource Zak, Cameron Subject The topic of the resource Economics and Intelligence and Data Science Management Publisher An entity responsible for making the resource available Zak, Cameron Date A point or period of time associated with an event in the lifecycle of the resource 2020 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English http://repository.gctu.edu.gh/files/original/6369c3e9049354c53fd36a12a6e0e9da.pdf 47c374e7e11b777913361dfafed932b1 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Graduate School Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Data Mining for Business Analytics: Concepts, Techniques and Applications in Python Creator An entity primarily responsible for making the resource Galit Shmueli; Peter C. Bruce; Peter Gedeck; Nitin R. Patel Subject The topic of the resource Economics and Intelligence and Data Science Management Publisher An entity responsible for making the resource available Wiley Date A point or period of time associated with an event in the lifecycle of the resource 2020 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English http://repository.gctu.edu.gh/files/original/af6de369166e9d2b9d57c4e7211d95ed.pdf 4d83d06bc27186bb2c79a3f2633b5949 Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Graduate School Text A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text. Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Contemporary Labor Economics.12th Edition Creator An entity primarily responsible for making the resource Campbell R. McConnell, Stanley L. Brue and David A. Macpherson Subject The topic of the resource Economics Publisher An entity responsible for making the resource available McGraw-Hill Date A point or period of time associated with an event in the lifecycle of the resource 2020 Format The file format, physical medium, or dimensions of the resource PDF Language A language of the resource English