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COVID-19: Origin, Detection and Impact Analysis Using Artificial Intelligence Computational Techniques
by Parag Verma Ankur Dumka Alaknanda Ashok Amit Dumka Anuj BhardwajThis book highlights progress in terms of Virus Biology and Infection Detection, Prevention, and Control, along with Screening, Testing, and Detection Techniques, that will provide learners and researchers (from basic to advanced) with the most innovative computer-driven methodologies for the fight against COVID-19. In addition, this book also covers the Pre- and Post-Impact of the COVID-19 Pandemic Crisis that will definitely provide useful content for researchers to think broadly about the analytical areas affected by COVID-19. This ultimately shows different paths to the same destination to help understand the nature of the COVID-19 pandemic and how to avoid it in the future.
COVID 19, Containment, Life, Work and Restart: Regional Studies (Advances in 21st Century Human Settlements)
by T. M. Vinod KumarThis book is about containment, life, work, and restart regions affected by COVID 19, using selected empirical case studies. This book presents the spread of coronavirus spatially and temporally, analyses containment strategies and includes recommended strategies. Further, it analyses how life and work get transformed during the lockdown, and gradual opening up, and presents the future of work and life in cities impacted by COVID-19. This book discusses the concept of smart life and works in cities post-COVID-19 such that they do not reduce the quality of work and life and cannot create adverse economic and living consequences called the restart of a city after COVID-19.Selected Regions of special interest are studied. Special interest is because Kerala and Maharashtra got the worst affected in India by COVID 19 pandemic and the book focus on that.
COVID 19, Containment, Life, Work and Restart: Urban Studies (Advances in 21st Century Human Settlements)
by T. M. Vinod KumarThis book is about containment, life, work, and restart cities affected by COVID 19, using selected empirical case studies. This book presents the spread of coronavirus spatially and temporally, analyses containment strategies and includes recommended strategies. Further, it analyses how life and work get transformed during the lockdown, and gradual opening up, and presents the future of work and life in cities impacted by COVID-19. This book discusses the concept of smart life and works in cities post-COVID-19 such that they do not reduce the quality of work and life and cannot create adverse economic and living consequences called the restart of a city after COVID-19.Selected Cities of special interest are studied. Special interest is because Kerala and Maharashtra got the worst affected in India by COVID 19 pandemic and the book focus on that.
COVID-19, Education, and Literacy in Malaysia: Social Contexts of Teaching and Learning (COVID-19 in Asia)
by Surinderpal Kaur Huey Fen Cheong Ambigapathy PandianPart of a mini series of Focus books on COVID-19 in Malaysia, the chapters in this book address the pandemic’s impacts on education and literacy. Covering a range of teaching and learning challenges impacting learners and teachers, the contributors highlight the pervasiveness of the pandemic on Malaysian society and how Malaysians have found ways to cope. They focus mainly on students’ COVID-19 narratives, digital and health literacy issues, language and new vocabulary. This is an opportunity to witness how researchers from multiple disciplines can join forces during challenging times. There are a great many lessons to be learned from the successes and failures in responding to the pandemic and the measures that have been necessary to contain it. A fascinating read for scholars and educators with an interest in crisis management in non-Western contexts, especially those with a particular interest in Malaysia, or Southeast Asia more generally.
COVID-19: Prediction, Decision-Making, and its Impacts (Lecture Notes on Data Engineering and Communications Technologies #60)
by Amit Joshi K. C. SantoshThis book outlines artificial intelligence for COVID-19 issues that are ranging from prediction to decision-making for healthcare support in human lives. Starting with major COVID-19 issues and challenges, it takes possible AI-based solutions for multiple problems, such as early prediction, its role for public health, detection of positive cases, drug analysis, and healthcare support. It mainly employs publicly available data (population) to predict who should be tested for COVID-19, for example, radiological image data to detect COVID-19 positive cases from other similar and/or different manifestations, such as pneumonia, distributed healthcare support, and supply chains in the middle of COVID-19 pandemic. The book includes recently developed AI-driven tools and techniques, such as pattern recognition, anomaly detection, machine learning, and data analytics. It covers a wide range of audience from computer science and engineering to healthcare professionals.
COVID-19 Public Health Measures: An Augmented Reality Perspective (Intelligent Signal Processing and Data Analysis)
by Nuzhat F. Shaikh Ajinkya Kunjir Juveriya Shaikh Parikshit Narendra MahalleConsidering the overall situation of the current pandemic and pertinent recommendations, this book focuses on the use of augmented reality (AR) applications for preventing COVID-19 outbreaks along with techniques, tools, and platforms to achieve social distancing.and sanitization. COVID-19 Public Health Measures: An Augmented Reality Perspective contains theoretical and practical knowledge of AR and remedies on how to cope with the pandemic, including multiple use cases along with a set of recommendations. This book illustrates application building using open-source software with an interactive interface to aid impaired users. The initial part of this book emphasizes the basic knowledge of AR, technology, devices, and rest of the relevant theories. This book is aimed at researchers, students of AR, technical healthcare professionals, and practitioners. Key Features: • Consists of an extensive introduction to the terminologies and components of AR • Provides in-depth knowledge of various tools and techniques used in AR • Introduces various platforms and software development kits (SDKs) such as Unity Engine, Unreal Engine, and Vuforia • Gives a step-by-step guide for the development of an AR app • Describes how AR can be used specifically by impaired users not only in the situation of current pandemic but also in normal situations thus simplifying day-to-day activities
COVID-19, Technology and Marketing: Moving Forward and the New Normal
by Vanessa Ratten Park ThaichonThis book addresses how Covid-19 has damaged businesses and how businesses can adapt to the new normal. In doing so, the book contributes to theories associated with the marketing management, by assessing opportunities and challenges associated with the implementation of technology and marketing management during and post Covid-19.Although there is increasing research in consumer or business management acceptance of new technologies and digital marketing, the impact of these on marketing management during the Covid-19 are not adequately investigated, leading to overstated hypothetical predictions of its future potential. Chapters in the book therefore focus on new economic models such as sharing economy and business structures such as omnichannel, where advancements have enabled firms to build a one-on-one relationship with customers by collecting, storing, aggregating and analysing customer information across various touchpoints. Contributions in the book also focus on new technologies such as blockchain, automation solution, information technology management, and customer relationship management (CRM) in highlighting connections between these new technologies and marketing management.The book will be useful for anyone aiming to gain a better understanding of the current and future technologies that may play a role or have a robust impact on marketing management during Covid-19.
Coxiella burnetii: Recent Advances And New Perspectives In Research Of The Q Fever Bacterium (Advances in Experimental Medicine and Biology #984)
by Rudolf Toman James E. Samuel Jean-Louis Mege Robert A. HeinzenCoxiella burnetii is the etiological agent of Q fever, a zoonotic disease found worldwide. The bacterium is a fascinating example of intracellular parasitism that has uniquely evolved to thrive in the most inhospitable of cellular compartments-the phagolysosome. Understanding how C. burnetii resists the degradative functions of this vacuole, and the host cell functions coopted for successful parasitism, are central to understanding Q fever pathogenesis. Recent achievements in glycomics and proteomics are guiding development of enhanced detection schemes for the bacterium in addition to shedding light on the host immune response to the pathogen. Several chapters survey immune functions that control or potentially exacerbate Coxiella infection and delve into correlates of protective immunity elicited by vaccination. Comparative genomics is also the foundation of chapters discussing diagnostic antigen discovery and molecular typing of the bacterium, with significance for development of new clinical, epidemiologic, and forensic tools.
Cozy Gaming
by Liv NganIt's time to put your snuggle top on, cuddle your squishies, and find out all about the cosiest games around! Cosy games include fun, de-stressing, cute and calm games like Stardew Valley, Animal Crossing: New Horizons, Disney Dreamlight Valley, Oxenfree and many more. This book gives you everything you need to focus on diving into the carefree world of cosy gaming, with reviews of the best titles and previews of soon-to-be-released games too. No matter how you game - on consoles, online or on mobile devices - there's something here for you.As well as info on the best games to play, this book is also full of ways to cosy-fy your life-including tips for making your bedroom super snuggly, the cutest squishies and plushies, and the ultimate accessories for all-important self-care. You'll discover how to customise your current room to turn it into a den of relaxation, how to find an aesthetic that works for you, and how to choose your ultimate cosy lifestyle. It's everything you need for your perfect cosy life!
cPanel User Guide and Tutorial
by Aric PedersenAn easy to follow, practical guide with abundant screenshots along with clear instruction and explanation. Covers how to use cPanel, and also offers crucial advice on making the most of the application and avoiding common web master pitfalls. Carefully arranged to act as a step-by-step tutorial and a handy desktop reference Anybody who has a web hosting account that provides cPanel, and who wants to get the most from this very powerful tool.
CPHIMS Review Guide: Preparing for Success in Healthcare Information and Management Systems (HIMSS Book Series)
by HimssWhether you're taking the CPHIMS exam, or simply want the most current and comprehensive overview in healthcare information and management systems today - this completely revised and updated third edition has it all. But for those preparing for the CPHIMS exam, this book is an ideal study partner. The content reflects the exam content outline covering healthcare and technology environments; systems analysis, design, selection, implementation, support, maintenance, testing, evaluation, privacy and security; and administration leadership management. Candidates can challenge themselves with the sample multiple choice questions at the end of the book.
The CPHIMS Review Guide, 4th Edition: Preparing for Success in Healthcare Information and Management Systems (HIMSS Book Series)
by Healthcare Information & Management Systems Society (HIMSS)Whether you’re taking the CPHIMS exam or simply want the most current and comprehensive overview in healthcare information and management systems today, this completely revised and updated fourth edition has it all. But for those preparing for the CPHIMS exam, this book is also an ideal study partner. The content reflects the outline of exam topics covering healthcare and technology environments; clinical informatics; analysis, design, selection, implementation, support, maintenance, testing, evaluation, privacy and security; and management and leadership. Candidates can challenge themselves with the sample multiple-choice questions given at the end of the book. The benefits of CPHIMS certification are broad and far-reaching. Certification is a process that is embraced in many industries, including healthcare information and technology. CPHIMS is recognized as the ‘gold standard’ in healthcare IT because it is developed by HIMSS, has a global focus and is valued by clinicians and non-clinicians, management and staff positions and technical and nontechnical individuals. Certification, specifically CPHIMS certification, provides a means by which employers can evaluate potential new hires, analyze job performance, evaluate employees, market IT services and motivate employees to enhance their skills and knowledge. Certification also provides employers with the evidence that the certificate holders have demonstrated an established level of job-related knowledge, skills and abilities and are competent practitioners of healthcare IT.
CPTED and Traditional Security Countermeasures: 150 Things You Should Know
by Lawrence Fennelly Marianna PerryCTPED and Traditional Security Countermeasures: 150 Things You Should Know is a handy reference for both seasoned professionals and those just starting out in security and law enforcement. Crime Prevention Through Environmental Design (CPTED) is a foundational concept to physical security and can be incorporated widely in security policies, plans, and procedures. It has proven effective over the many years insofar as building and campus design, security architecture, and creating an overall security culture in any workplace. The authors have collected a broad array of topics together, garnered through their many years of real-world experience in the field. Security solutions that address a wide range of physical security challenges are presented in an easy to follow format. Security practitioners and law enforcement professionals alike will find practical tips to understand and manage their security program, including access control, target hardening, command and control, physical security protections, and visitor management, among a myriad of other topics. This will be a must-have reference for professionals looking for real-world recommendations for physical security solutions.
Cracking Codes with Python: An Introduction to Building and Breaking Ciphers
by Al SweigartLearn how to program in Python while making and breaking ciphers—algorithms used to create and send secret messages! After a crash course in Python programming basics, you’ll learn to make, test, and hack programs that encrypt text with classical ciphers like the transposition cipher and Vigenère cipher. You’ll begin with simple programs for the reverse and Caesar ciphers and then work your way up to public key cryptography, the type of encryption used to secure today’s online transactions, including digital signatures, email, and Bitcoin.Each program includes the full code and a line-by-line explanation of how things work. By the end of the book, you’ll have learned how to code in Python and you’ll have the clever programs to prove it!You’ll also learn how to:- Combine loops, variables, and flow control statements into real working programs- Use dictionary files to instantly detect whether decrypted messages are valid English or gibberish- Create test programs to make sure that your code encrypts and decrypts correctly- Code (and hack!) a working example of the affine cipher, which uses modular arithmetic to encrypt a message- Break ciphers with techniques such as brute-force and frequency analysisThere’s no better way to learn to code than to play with real programs. Cracking Codes with Python makes the learning fun!
Cracking The Coding Interview (5th Edition)
by Gayle Laakmann McdowellThe full list of topics are as follows: The Interview Process This section offers an overview on questions are selected and how you will be evaluated. What happens when you get a question wrong? When should you start preparing, and how? What language should you use? All these questions and more are answered. Behind the Scenes Learn what happens behind the scenes during your interview, how decisions really get made, who you interview with, and what they ask you. Companies covered include Google, Amazon, Yahoo, Microsoft, Apple and Facebook. Special Situations This section explains the process for experience candidates, Program Managers, Dev Managers, Testers / SDETs, and more. Learn what your interviewers are looking for and how much code you need to know. Before the Interview In order to ace the interview, you first need to get an interview. This section describes what a software engineer's resume should look like and what you should be doing well before your interview. Behavioral Preparation Although most of a software engineering interview will be technical, behavioral questions matter too. This section covers how to prepare for behavioral questions and how to give strong, structured responses. Technical Questions (+ 5 Algorithm Approaches) This section covers how to prepare for technical questions (without wasting your time) and teaches actionable ways to solve the trickiest algorithm problems. It also teaches you what exactly "good coding" is when it comes to an interview. 150 Programming Questions and Answers This section forms the bulk of the book. Each section opens with a discussion of the core knowledge and strategies to tackle this type of question, diving into exactly how you break down and solve it. Topics covered include Arrays and Strings Linked Lists Stacks and Queues Trees and Graphs Bit Manipulation Brain Teasers Mathematics and Probability Object-Oriented Design Recursion and Dynamic Programming Sorting and Searching Scalability and Memory Limits Testing C and C++ Java Databases Threads and Locks For the widest degree of readability, the solutions are almost entirely written with Java (with the exception of C / C++ questions). A link is provided with the book so that you can download, compile, and play with the solutions yourself.
Cracking Complexity: The Breakthrough Formula for Solving Just About Anything Fast
by David Benjamin David KomlosFor the first time, Davis Benjamin and David Komlos of Syntegrity share their cutting-edge, highly engaging step-by-step formula for cracking incredibly knotty and important challenges in mere days, while mobilizing those who must execute. Foreword by Marshall Goldsmith, #1 NY Times bestselling author, Thinkers50 - #1 Executive Coach and the only two-time #1 Leadership Thinker in the WorldComplexity has met its match! Today, organizations are grappling with ambiguity, volatility and paradox surrounding the challenges they face. This is complexity. But too many leaders approach complexity the wrong way - they push their people harder and harder and tackle problems one at a time over months, sometimes even years, and nearly always in a linear fashion. It's like setting a pot of water on "low" and waiting for it to boil. To solve the seemingly intractable challenges that leaders bang their heads against for months - to get the metaphorical water to boil - you must generate a high amount of heat very quickly. In this book, the authors share their proven formula for dramatically shortening the process and solving an organization's toughest challenges in mere days.
Cracking Drupal
by Greg KnaddisonThe first book to reveal the vulnerabilities and security issues that exist in the sites that have been built with Drupal?and how to prevent them from continuing Drupal is an open source framework and content management system that allows users to create and organize content, customize presentation, automate tasks, and manage site visitors and contributors. Authored by a Drupal expert, this is the first book to reveal the vulnerabilities and security issues that exist in the sites that have been built with Drupal?and how to prevent them from continuing. The main goal of this guide is to explain how to write code that avoids an attack in the Drupal environment, while also addressing how to proceed if vulnerability has been spotted and then regain control of security.
Cracking the AP Computer Science A Exam, 2017 Edition: Proven Techniques to Help You Score a 5
by Princeton ReviewThis eBook edition has been specially formatted for on-screen viewing with cross-linked questions, answers, and explanations.EVERYTHING YOU NEED TO HELP SCORE A PERFECT 5. Equip yourself to ace the AP Computer Science A Exam with The Princeton Review's brand-new, comprehensive study guide--including 2 full-length practice tests, thorough content reviews, access to our AP Connect online portal, and targeted strategies for every section of the exam.This brand new addition to our best-selling Cracking the AP Exam series is perfect for students tackling the fast-growing AP Computer Science A test. Easy to understand and simple to use, this book gives you all the tools you need to get the score you want.Everything You Need to Know to Help Achieve a High Score.* Comprehensive content review of key Computer Science A topics, including lab requirements* Up-to-date information on the 2017 AP Computer Science A Exam* Engaging activities to help you critically assess your progress* Access to AP Connect, our online portal for helpful pre-college information and exam updatesPractice Your Way to Excellence.* 2 full-length practice tests with detailed answer explanations* Comprehension drills in each content review chapter* Step-by-step walk-throughs of sample questionsTechniques That Actually Work.* Tried-and-true strategies to help you avoid traps and beat the test* Tips for pacing yourself and guessing logically* Essential tactics to help you work smarter, not harder
Cracking the AP Computer Science A Exam, 2020 Edition: Practice Tests & Prep for the NEW 2020 Exam (College Test Preparation)
by The Princeton ReviewEVERYTHING YOU NEED TO HELP SCORE A PERFECT 5. Ace the 2020 AP Computer Science A Exam with this comprehensive study guide—including 2 full-length practice tests, thorough content reviews, targeted strategies for every section of the exam, and access to online extras.Techniques That Actually Work.• Tried-and-true strategies to help you avoid traps and beat the test• Tips for pacing yourself and guessing logically• Essential tactics to help you work smarter, not harderEverything You Need to Know to Help Achieve a High Score.• Comprehensive content review for all test topics, including lab requirements• Up-to-date information on the 2020 AP® Computer Science A Exam• Engaging activities to help you critically assess your progress• Access to study plans, printable resources, helpful pre-college information, and more via your online Student ToolsPractice Your Way to Excellence.• 2 full-length practice tests with detailed answer explanations• Comprehension drills in each content review chapter• Step-by-step walk-throughs of sample questions
Cracking the Bro Code (Labor and Technology)
by Coleen CarriganWhy dominant racial and gender groups have preferential access to jobs in computing, and how feminist labor activism in computing culture can transform the field into a force that serves democracy and social justice.Cracking the Bro Code is a bold ethnographic study of sexism and racism in contemporary computing cultures theorized through the analytical frame of the &“Bro Code.&” Drawing from feminist anthropology and STS, Coleen Carrigan shares in this book the direct experiences of women, nonbinary individuals, and people of color, including her own experiences in tech, to show that computing has a serious cultural problem. From senior leaders in the field to undergraduates in their first year of college, participants consistently report how sexism and harassment manifest themselves in computing via values, norms, behaviors, evaluations, and policies. While other STEM fields are making strides in recruiting, retaining, and respecting women workers, computing fails year after year to do so.Carrigan connects altruism, computing, race, and gender to advance the theory that social purpose is an important factor to consider in working toward gender equity in computing. Further, she argues that transforming computing culture from hostile to welcoming has the potential to change not only who produces computing technology but also the core values of its production, with possible impacts on social applications. Cracking the Bro Code explains how digital bosses have come to operate imperiously in our society, dodging taxes and oversight, and how some programmers who look like them are enchanted with a sense of divine right. In the context of computing&’s powerful influence on the world, Carrigan speculates on how the cultural mechanisms sustaining sexism, harassment, and technocracy in computing workspaces impact both those harmed by such violence as well as society at large.
Cracking the Digital Ceiling: Women in Computing around the World
by Carol Frieze Jeria L. QuesenberryIs computing just for men? Are men and women suited to different careers? This collection of global perspectives challenges these commonly held western views, perpetuated as explanations for women's low participation in computing. By providing an insider look at how different cultures worldwide impact the experiences of women in computing, the book introduces readers to theories and evidence that support the need to turn to environmental factors, rather than innate potential, to understand what determines women's participation in this growing field. This wakeup call to examine the obstacles and catalysts within various cultures and environments will help those interested in improving the situation understand where they might look to make changes that could impact women's participation in their classrooms, companies, and administrations. Computer scientists, STEM educators, students of all disciplines, professionals in the tech industry, leaders in gender equity, anthropologists, and policy makers will all benefit from reading this book.
Cracking the IT Architect Interview
by Sameer ParadkarThe ultimate guide to successful interviews for Enterprise, Business, Domain, Solution, and Technical Architect roles as well as IT Advisory Consultant and Software Designer roles About This Book * Learn about Enterprise Architects IT strategy and NFR - this book provides you with methodologies, best practices, and frameworks to ace your interview * A holistic view of key architectural skills and competencies with 500+ questions that cover 12 domains * 100+ diagrams depicting scenarios, models, and methodologies designed to help you prepare for your interview Who This Book Is For This book is for aspiring enterprise, business, domain, solution, and technical architects. It is also ideal for IT advisory consultants and IT designers who wish to interview for such a role. Interviewers will be able leverage this book to make sure they hire candidates with the right competencies to meet the role requirements. What You Will Learn * Learn about IT strategies, NFR, methodologies, best practices, and frameworks to ace your interview * Get a holistic view of key concepts, design principles, and patterns related to evangelizing web and Java enterprise applications * Discover interview preparation guidelines through case studies * Use this as a reference guide for adopting best practices, standards, and design guidelines * Get a better understanding with 60+ diagrams depicting various scenarios, models, and methodologies * Benefit from coverage of all architecture domains including EA (Business, Data, Infrastructure, and Application), SA, integration, NFRs, security, and SOA, with extended coverage from IT strategies to the NFR domain In Detail An architect attends multiple interviews for jobs or projects during the course of his or her career. This book is an interview resource created for designers, consultants, technical, solution, domain, enterprise, and chief architects to help them perform well in interview discussions and launch a successful career. The book begins by providing descriptions of architecture skills and competencies that cover the 12 key domains, including 350+ questions relating to these domains. The goal of this book is to cover all the core architectural domains. From an architect's perspective, it is impossible to revise or learn about all these key areas without a good reference guide - this book is the solution. It shares experiences, learning, insights, and proven methodologies that will benefit practitioners, SMEs, and aspirants in the long run. This book will help you tackle the NFR domain, which is a key aspect pertaining to architecting applications. It typically takes years to understand the core concepts, fundamentals, patterns, and principles related to architecture and designs. This book is a goldmine for the typical questions asked during an interview and will help prepare you for success! Style and approach This book will help you prepare for interviews for architectural profiles by providing likely questions, explanations, and expected answers. It is an insight-rich guide that will help you develop strategic, tactical, and operational thinking for your interview.
Cracking the IT Architect Interview
by Sameer Paradkar<P><P>Key Features <P><P>Learn about Enterprise Architects IT strategy and NFR – this book provides you with methodologies, best practices, and frameworks to ace your interview <P><P>A holistic view of key architectural skills and competencies with 500+ questions that cover 12 domains <P><P>100+ diagrams depicting scenarios, models, and methodologies designed to help you prepare for your interview <P><P>Book Description <P><P>An architect attends multiple interviews for jobs or projects during the course of his or her career. This book is an interview resource created for designers, consultants, technical, solution, domain, enterprise, and chief architects to help them perform well in interview discussions and launch a successful career. <P><P>The book begins by providing descriptions of architecture skills and competencies that cover the 12 key domains, including 350+ questions relating to these domains. The goal of this book is to cover all the core architectural domains. From an architect’s perspective, it is impossible to revise or learn about all these key areas without a good reference guide – this book is the solution. It shares experiences, learning, insights, and proven methodologies that will benefit practitioners, SMEs, and aspirants in the long run. <P><P>This book will help you tackle the NFR domain, which is a key aspect pertaining to architecting applications. <P><P>It typically takes years to understand the core concepts, fundamentals, patterns, and principles related to architecture and designs. This book is a goldmine for the typical questions asked during an interview and will help prepare you for success! <P><P>What you will learn <P><P>Learn about IT strategies, NFR, methodologies, best practices, and frameworks to ace your interview <P><P>Get a holistic view of key concepts, design principles, and patterns related to evangelizing web and Java enterprise applications <P><P>Discover interview preparation guidelines through case studies <P><P>Use this as a reference guide for adopting best practices, standards, and design guidelines <P><P>Get a better understanding with 60+ diagrams depicting various scenarios, models, and methodologies <P><P>Benefit from coverage of all architecture domains including EA (Business, Data, Infrastructure, and Application), SA, integration, NFRs, security, and SOA, with extended coverage from IT strategies to the NFR domain
Cracking the Machine Learning Code: Technicality or Innovation? (Studies in Computational Intelligence #1155)
by KC Santosh Rodrigue Rizk Siddhi K. BajracharyaEmploying off-the-shelf machine learning models is not an innovation. The journey through technicalities and innovation in the machine learning field is ongoing, and we hope this book serves as a compass, guiding the readers through the evolving landscape of artificial intelligence. It typically includes model selection, parameter tuning and optimization, use of pre-trained models and transfer learning, right use of limited data, model interpretability and explainability, feature engineering and autoML robustness and security, and computational cost – efficiency and scalability. Innovation in building machine learning models involves a continuous cycle of exploration, experimentation, and improvement, with a focus on pushing the boundaries of what is achievable while considering ethical implications and real-world applicability. The book is aimed at providing a clear guidance that one should not be limited to building pre-trained models to solve problems using the off-the-self basic building blocks. With primarily three different data types: numerical, textual, and image data, we offer practical applications such as predictive analysis for finance and housing, text mining from media/news, and abnormality screening for medical imaging informatics. To facilitate comprehension and reproducibility, authors offer GitHub source code encompassing fundamental components and advanced machine learning tools.
The Craft and Science of Game Design: A Video Game Designer's Manual
by Philippe O'ConnorThe Craft and Science of Game Design: A Video Game Designer’s Manual goes into the nuts and bolts of video game development from the perspective of a veteran designer with more than 20 years of experience in the industry. It covers the psychology and biology of why people play games and goes in depth on the techniques and tricks professional game designers use to be successful in game development. If you are looking to make a career in video games, or are already in the industry, the insights and hard-earned lessons contained in this book are sure to be useful at all levels of the profession. Originally from Canada, Phil O’Connor has been making video games all over the world since 1997. Phil has worked at some of the industry’s largest studios on some of the biggest projects, including Far Cry 3 and Rainbow Six Siege. With credits on nearly 20 games, Phil has shared in this book some of the less-known details of being a game designer in today’s video game industry, along with a breakdown of some of the skills to help professional designers shine.