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The Shallow and the Deep: A biased introduction to neural networks and old school machine learning
Michael Biehl · University of Groningen Press · 2023
The Shallow and the Deep is a collection of lecture notes that offers an accessible introduction to neural networks and machine learning in general. However, it was clear from the beginning that these notes would not be able to cover this rapidly changing and growing field in its entirety. The focus lies on classical machine learning techniques, with a bias towards classification and regression. Other learning paradigms and many recent developments in, for instance, Deep Learning are not addressed or only briefly touched upon. Biehl argues that having a solid knowledge of the foundations of the field is essential, especially for anyone who wants to explore the world of machine learning with an ambition that goes beyond the application of some software package to some data set. Therefore, The Shallow and the Deep places emphasis on fundamental concepts and theoretical background. This also involves delving into the history and pre-history of neural networks, where the foundations for most of the recent developments were laid. These notes aim to demystify machine learning and neural networks without losing the appreciation for their impressive power and versatility.
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Database Design
Adrienne Watt · BCcampus · 2014
This second edition of Database Design book covers the concepts used in database systems and the database design process. Topics include: The history of databases Characteristics and benefits of databases Data models Data modelling Classification of database management systems Integrity rules and constraints Functional dependencies Normalization Database development process New to this edition are more examples, highlighted and defined key terms, both throughout and at the end of each chapter, and end-of-chapter review exercises. Two new chapters have been added on SQL, along with appendices that include a data model example, sample ERD exercises and SQL lab with solutions.
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Indigenous Perspectives on Business Ethics and Business Law in British Columbia
Annette Sorensen; Scott van Dyk · BCcampus · 2022
This book explores business ethics and business law through the lens of Indigenous-settler relations in Canada (with a focus on British Columbia in particular). It aims to fill a gap in business curriculum and support instructors who want to bring Indigenous content into their classes. The book starts by exploring relevant history, focusing on treaties, legislation, and federal government policy. It then looks at business ethics and what it means for businesses to work ethically with Indigenous communities. And finally, the book discusses business law and the requirements and responsibilities for businesses doing work on Indigenous lands.
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Contract Doctrine, Theory & Practice
J.H. Verkerke · CALI's eLangdell® Press · 2014
This is the first in a series of Contracts casebooks. It was originally titled "Collaborative Teaching Materials for Contracts." The first semester of law school is mostly about learning to speak a new legal language (but emphatically not “legalese”), to formulate and evaluate legal arguments, to become comfortable with the distinctive style of legal analysis. We could teach these skills using almost any legal topic. But we begin the first-year curriculum with subjects that pervade the entire field of law. Contract principles have a long history and they form a significant part of the way that lawyers think about many legal problems. As you will discover when you study insurance law, employment law, family law, and dozens of other practice areas, your knowledge of contract doctrine and theory will be invaluable.
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Contract Doctrine, Theory & Practice
J.H. Verkerke · CALI's eLangdell® Press · 2012
This is Volume 2 in a three volume series written for Contracts Law. Its orginal title was "Collaborative Teaching Materials for Contracts." The first semester of law school is mostly about learning to speak a new legal language (but emphatically not “legalese”), to formulate and evaluate legal arguments, to become comfortable with the distinctive style of legal analysis. We could teach these skills using almost any legal topic. But we begin the first-year curriculum with subjects that pervade the entire field of law. Contract principles have a long history and they form a significant part of the way that lawyers think about many legal problems. As you will discover when you study insurance law, employment law, family law, and dozens of other practice areas, your knowledge of contract doctrine and theory will be invaluable.
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Introduction to Sociology 3e
Tonja R. Conerly; Kathleen Holmes; Asha Lal Tamang; Jennifer Hensley · OpenStax, Rice University
Introduction to Sociology 3e aligns to the topics and objectives of many introductory sociology courses. It is arranged in a manner that provides foundational sociological theories and contexts, then progresses through various aspects of human and societal interactions. The new edition is focused on driving meaningful and memorable learning experiences related to critical thinking about society and culture. The text includes comprehensive coverage of core concepts, discussions and data relevant to a diverse audience, and features that draw learners into the discipline in powerful and personal ways. Overall, Introduction to Sociology 3e aims to center the course and discipline as crucial elements for understanding relationships, society, and civic engagement; the authors seek to lay the foundation for students to apply what they learn throughout their lives and careers. The authors, reviewers, and the entire team worked to build understanding of the causes and impacts of discrimination and prejudice. Introduction to Sociology 3e contains dozens of examples of discrimination and its outcomes regarding social science, society, institutions, and individuals. The text seeks to strike a balance between confronting the damaging aspects of our culture and history and celebrating those who have driven change and overcome challenges. The core discussion of these topics are present in Chapter 11 on Race and Ethnicity, and Chapter 12 on Gender, Sex, and Sexuality, but their causes and effects are extensively discussed in the context of other topics, including education, law enforcement, government, healthcare, the economy, and so on. Together and when connected by an instructor, these elements have potential for deep and lasting effects. Changes made in Introduction to Sociology 3e are described in the preface to help instructors transition to the third edition. The second edition of Introduction to Sociology by OpenStax is available in web view here.
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Introduction to Philosophy
Nathan Smith; Gregory Browne; Parish Conkling; Naomi Friedman · OpenStax, Rice University
Designed to meet the scope and sequence of your course, Introduction to Philosophy surveys logic, metaphysics, epistemology, theories of value, and history of philosophy thematically. To provide a strong foundation in global philosophical discourse, diverse primary sources and examples are central to the design, and the text emphasizes engaged reading, critical thinking, research, and analytical skill-building through guided activities.
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Speaking of Culture
Nolan Weil · Utah State University
Có trong mục lục: 1.02: Brief history of a concept
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Criminology
Lumen Learning · Lumen Learning
Có trong mục lục: 01: The History and Purpose of Criminology
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Public Health 101
Erin Calderone · Glendale Community College
Có trong mục lục: 03: History and Accomplishments of Public Health
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ECED21203 Curriculum Development in Early Childhood Education
LueCrecy Ragan & Emily Harris · Arkansas State University-Beebe
Có trong mục lục: 14: History and Social Science Curriculum · 14.01: History and Social Science Sections · 14.1.02: Guiding Principles for Supporting History and Social Science
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Principles of Management
Mabel Gehrett and Jamie Hammond · Western Technical College
Có trong mục lục: 2.02: The History of Management · 2.2.01: Introduction to The History of Management
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Self Determination Program Foundations
Kelly Kulzer · Taft College
Có trong mục lục: 03: History of the Self Determination Program
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Physical Geology
Steven Earle · Vancover Island University
Có trong mục lục: 16.01: Glacial Periods in Earths History · 21: Geological History of Western Canada · 21.01: Geological History of Canada
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Introductory Sociology 3e
OpenStax · LibreTexts
Có trong mục lục: 1.03: The History of Sociology
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Social Media for Public Relations
Mark Poepsel & Sarah VanSlette · Southern Illinois University Edwardsville
Có trong mục lục: 1.03: The History and Development of Modern PR
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University of the Pacific
LibreTexts
Có trong mục lục: Art History - Prehistoric through Gothic · Art History - Renaissance through Post Modern
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Abnormal Psychology
Lumen Learning · Lumen Learning
Có trong mục lục: 01: Abnormal Psychology- History Theories and Research Methods · 1.04: History of Mental Illness · 6.16: History of Abnormal Behavior
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CCSF Chemistry Resources
LibreTexts
Có trong mục lục: 2.1.00: A History of Atomic Theory · 2.1.01: A History of Atomic Theory (Problems) · 2.2.02: A Brief History of the Organization of the Periodic Table
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Beyond Dichotomy - Synergizing Writing Center and Classroom Pedagogies
Steven J. Corbett · George Mason University
Có trong mục lục: 1.02: Chapter One- Tutoring Style Tutoring Strategy- Course-Based Tutoring and the History Rhetoric and Reality of the Directive Nondirective Instructional Continuum