Introduction to Machine Learning with Applications in Information Security
Provides a classroom-tested introduction to a wide variety of machine learning and deep learning algorithms and techniques, reinforced via realistic applications. The book is accessible and doesn't prove theorems, or dwell on mathematical theory. The goal is to present topics at an intuitive level, with just enough detail to clarify the underlying concepts. The book covers core classic machine learning topics in depth, including Hidden Markov Models (HMM), Support Vector Machines (SVM), and clustering. Additional machine learning topics include k-Nearest Neighbor (k-NN), boosting, Random Forests, and Linear Discriminant Analysis (LDA). The fundamental deep learning topics of backpropagation, Convolutional Neural Networks (CNN), Multilayer Perceptrons (MLP), and Recurrent Neural Networks (RNN) are covered in depth. A broad range of advanced deep learning architectures are also presented, including Long Short-Term Memory (LSTM), Generative Adversarial Networks (GAN), Extreme Learning Machines (ELM), Residual Networks (ResNet), Deep Belief Networks (DBN), Bidirectional Encoder Representations from Transformers (BERT), and Word2Vec.
Introduction to food chemistry
Bridges this gap in the relevant literature, as it employs the latest pedagogical theories in textbook writing to present the subject to students with broad range of cognitive skills. This book presents specific learning objectives for each chapter and is self-contained so students will not need to search for essential information outside the textbook. This new edition has been expanded to include chapters on sweeteners, glass transition, amino acids, proteins for major food commodities and food additives. All of the original chapters have been updated and expanded to include new research and technologies.
Introduction to development engineering
Introduces the emerging field of development engineering and its constituent theories, methods, and applications. It is both an instructional text for students and a resource for researchers and practitioners involved in the design and scaling of technologies for low-resource communities. The scope is broad, ranging from the development of mobile applications for low-literacy users to hardware and software solutions for providing electricity and water in remote environments. It is also highly interdisciplinary, drawing on methods and theories from the social sciences as well as engineering and the natural sciences.
Introduction to data systems : Building from Python
Encompassing a broad range of forms and sources of data, this textbook introduces data systems through a progressive presentation. Introduction to Data Systems covers data acquisition starting with local files, then progresses to data acquired from relational databases, from REST APIs and through web scraping. It teaches data forms/formats from tidy data to relationally defined sets of tables to hierarchical structure like XML and JSON using data models to convey the structure, operations, and constraints of each data form.
Introduction to blender 3.0 : Learn organic and architectural modeling, lighting, materials, painting, rendering, and compositing with blender
Explains modeling, materials, lighting, painting, and more with Blender and other external tools. You will configure a 3D architectural environment and set up the workflow of an art and design project within Blender. You will use Blender's main tools—mesh modeling and sculpting—to create virtual objects and environments. And, you will explore building materials and light scenes, followed by drawing and virtual painting. Chapters cover rendering scenes and transforming them into 2D images or videos. You will learn to use Blender 3.0 for video editing as a compositor and video sequence editor (VSE or sequencer) with a wide range of effects available through the nodal system. You Will Learn : Create objects and architectural buildings with different techniques of 3D modeling / Master creating an environment for your objects and how to light them / Determine how to create node materials and assign them to your Blender objects / Pick up UV unwrapping and texture painting / Get closer to painting and drawing in Blender / Render your scenes and create stunning videos
Introduction to applied mathematics for environmental science
Introduction to Mathematics for Environmental Science evolved from the author’s 30 years’ experience teaching mathematics to graduate and advanced undergraduate students in the environmental sciences. Its basic purpose is to teach various types of mathematical structures and how they can be applied in a broad range of environmental science subfields. Derivatives and integrals, ordinary and partial differential equations, and linear and non-linear algebraic equations are the basic kinds of structures (types of mathematical models) discussed.
Introduction to Algorithms
Combines rigor and comprehensiveness. The book covers a broad range of algorithms in depth, yet makes their design and analysis accessible to all levels of readers. Each chapter is relatively self-contained and can be used as a unit of study. The algorithms are described in English and in a pseudocode designed to be readable by anyone who has done a little programming. The explanations have been kept elementary without sacrificing depth of coverage or mathematical rigor. The first edition became a widely used text in universities worldwide as well as the standard reference for professionals. The second edition featured new chapters on the role of algorithms, probabilistic analysis and randomized algorithms, and linear programming.
Introduction to Algorithms
Combines rigor and comprehensiveness. It covers a broad range of algorithms in depth, yet makes their design and analysis accessible to all levels of readers, with self-contained chapters and algorithms in pseudocode. Since the publication of the first edition, Introduction to Algorithms has become the leading algorithms text in universities worldwide as well as the standard reference for professionals. This fourth edition has been updated throughout.
Introduction to Agricultural Engineering Technology : A Problem Solving Approach
Agricultural Engineering Technology: A problem Solving Approach is an invaluable text for agriculture students at the introductory level. The third edition has been thoroughly updated and reorganized to meet the current units and standards of the American Society of Agricultural and Biological Engineers (ASABE).The book aims to: Familiarize students with a wide range of applications of engineering principles to agriculture, Discuss a selection of independent but related topics, Advance students’ problem solving abilitiesEach chapter lists education objects, introductory material, and example problems where appropriate. In addition problems using ISO (metric) units, are now included.
Introducing Molecular Electronics
This volume presents a summary of our current understanding of molecular electronics combined with selected state-of-the-art results at a level accessible to the advanced undergraduate or novice postgraduate. This single book comprises the basic knowledge of both theory and experiment underpinning this rapidly growing field. Concepts and techniques such as density functional theory and charge transport, break junctions and scanning probe microscopy are introduced step-by-step and are subsequently used in specific examples. The text addresses a wide range of systems including molecular junctions made of single-molecules, self-assembled monolayers, carbon nanotubes and DNA.
Introducing Biological Rhythms : A Primer on the Temporal Organization of Life, with Implications for Health, Society, Reproduction, and the Natural Environment
Biological rhythms are a fundamental property of all life and encompass a wide range of frequencies, from seconds to a century or more. Introducing Biological Rhythms is a primer that serves to introduce individuals to the area of biological rhythms. It describes the major characteristics and discusses the implications and applications of these rhythms, while citing scientific results and references. Also, the primer includes essays that provide in-depth historic and other background information for those interested in more specific topics or concepts. Introducing Biological Rhythms covers a basic cross-section of the field of chronobiology clearly enough so that it can be understood by a novice, or an undergraduate student, but it is also sufficiently technical and detailed for the scientist.
Introducing architectural tectonics
Focuses on the tectonic analysis of twenty contemporary works of architecture located in eleven countries including Germany, Italy, United States, Chile, Japan, Bangladesh, Spain, and Australia and designed by such notable architects as Tadao Ando, Herzog & de Meuron, Kengo Kuma, Olson Kundig, and Peter Zumthor. Although similarities do exist between the projects, their distinctly different characteristics – location and climate, context, size, program, construction methods – and range of interpretations of tectonic expression provide the most significant lessons of the book, helping you to understand tectonic theory. Written in clear, accessible language, these investigations examine the poetic creation of architecture, showing you lessons and concepts that you can integrate into your own work, whether studying in a university classroom or practicing in a professional office.
Intervening in the Brain : Changing Psyche and Society
The present book subjects the whole range of questions associated with these problems to a thorough exploration. Extensive state-of-the-art accounts of the relevant clinical and theoretical neurosciences are followed by an in-depth philosophical analysis of the problems of personal identity and a comprehensive disquisition on legal and ethical questions posed by present and foreseeable future practices of neuroenhancement. A concluding chapter presents the study’s main results as recommendations, addressing clinical practitioners and researchers in the field as well as to politicians, legislators, law courts, philosophers, lawyers, and anybody fascinated by or concerned about the dawning era of intervening in the brain.
Interplanetary Mission Analysis and Design
The book describes current mission analysis and design techniques that may be applied to a very wide range of interplanetary missions from those targeting the inner planets to those destined for the outer planets and Solar System escape trajectories.
Internet of things. information processing in an increasingly connected world ; First IFIP International Cross-Domain Conference, IFIPIoT 2018, Held at the 24th IFIP World Computer Congress, WCC 2018, Poznan, Poland, September 18-19, 2018, Revised Selected Papers
This book cover a wide range of topics from a technology to a business perspective and include among others hardware, software and management aspects, process innovation, privacy, power consumption, architecture, applications.
Internationalizing Higher Education : Critical Explorations of Pedagogy and Policy
Globalization is a multifaceted phenomenon, and one of its major components is the internationalization of education. The Increasing pace and complexity of global knowledge flows, and the accelerating exchange of educational ideas, practices and policies, are important drivers of globalization. Higher Education is a key site for these flows and exchanges. This book casts a critical eye on the internationalization of higher education. It peels back taken-for-granted practices and beliefs, explores the gaps and silences in current pedagogy and practices, and addresses the ambiguities, tensions and contradictions in internationalization. In this volume, scholars from a range of disciplines and regions critically examine the co modification of higher education, teaching and support for international students, international partnerships for aid and trade, and the impacts on academics’ work.
International Perspectives on teachers and lecturers in technical and vocational education
This book provides insight into the history and current status of teaching in technical and vocational education across a broad range of countries. It contains studies of the profiles of teachers and lecturers and their educational practices in: Germany, Brazil, Denmark, China, France, Japan, Norway, Turkey, the UK and the USA. All chapters follow a common structure making it easy for the reader to focus on specific aspects. An overarching introduction embeds the content of the book into the current global context of Technical and Vocational Education and Training.
International law ; 9th ed.
Intended for all interested in international law, ranging from undergraduate students, who will appreciate the accessible and engaging style to professional lawyers and others requiring authority, dependability and extensive referencing to facilitate additional research.
International handbook of higher education : Part one : Global themes and contemporary challenges ; Part two : Regions and countries
The purpose of this publication is to provide a central, authoritative reference source on the most essential topics of higher education. The International Handbook of Higher Education combines a rich diversity of scholarly perspectives with a wide range of internationally derived descriptions and analyses. Chapters in the first volume cover central themes in the study of higher education, while contributors to the second volume focus on contemporary higher education issues within specific countries or regions. Together, these volumes provide a centralized, easily accessible, yet scholarly source of information.
International handbook of educational policy
This Handbook presents contemporary and emergent trends in educational policy research, in over ?fty chapters written by nearly ninety leading researchers from a number of countries. It is organized into ?ve broad sections which capture many of the current dominant educational policy foci and at the same time situate current understandings historically, in terms of both how they are conceptualized and in terms of past policy practice. The chapters themselves are empirically grounded, providing illustrations of the conceptual implications c- tained within them as well as allowing for comparisons across them. The se- re?exivity within chapters with respect to jurisdictional particularities and c- trasts allows readers to consider not only a range of approaches to policy analysis but also the ways in which policies and policy ideas play out in di?erent times and places. The sections move from a focus on prevailing policy tendencies through increasingly critical and ‘‘outsider’’ perspectives on policy.



















