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Название: Interpretability in Deep Learning
Автор: Ayush Somani, Alexander Horsch, Dilip K. Prasad
Издательство: Springer
Год: 2023
Страниц: 483
Язык: английский
Формат: pdf (true)
Размер: 12.1 MB

This book is a comprehensive curation, exposition and illustrative discussion of recent research tools for interpretability of Deep Learning models, with a focus on neural network architectures. In addition, it includes several case studies from application-oriented articles in the fields of Computer Vision, optics and Machine Learning related topic. The book can be used as a monograph on interpretability in Deep Learning covering the most recent topics as well as a textbook for graduate students. Scientists with research, development and application responsibilities benefit from its systematic exposition.

Название: Let Us C Solutions - 19th Edition: Authentic Solutions to Let Us C Exercises
Автор: Yashavant Kanetkar
Издательство: BPB Publications
Год: 2023
Страниц: 268
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Appreciate the learning path to C. Best way to learn any programming language is to create good programs in it. C is not an exception to this rule. Once you decide to write any program you would find that there are always at least two ways to write it. So you need to find out whether you have chosen the best way to implement your program, That’s where you would find this book useful. It contains solutions to all the exercises present in Let Us C 19th Edition. If you learn the language elements form Let Us C, write programs for the problems given in the exercises and then cross check your answers with the solutions given in this book you would be well on your way to become a skilled C programmer. For Students, Programmers, researchers, and software developers who wish to learn the basics of the C programming language.

Название: Let Us C: Authentic guide to C programming language - 19th Edition
Автор: Yashavant Kanetkar
Издательство: BPB Publications
Год: 2023
Страниц: 508
Язык: английский
Формат: pdf
Размер: 10.5 MB

Know every nook and cranny of C. The new edition of this classic book has been thoroughly revamped but remains faithful to the principles that have established it as a favourite amongst students, teachers and software professionals round the world. “Simplicity”- that has been the hallmark of this book in not only its previous eighteen English editions, but also in the Hindi, Gujrati, Japanese, Korean, Chinese and US editions. This book doesn’t assume any programming background. It begins with the basics and steadily builds the pace so that the reader finds it easy to handle advanced topics towards the end of the book. In this edition I have added a separate section titled 'Programs' in each chapter. It contains interesting programs based on the topics covered in the chapter. All the programs present in the book are available in source code form at site. You are free to download them, improve them, change them, do whatever with them. A new chapter titled 'The Next Level' that I added in the last edition has been further updated to include a few more intricate issues.

Название: Программирование в пакетах Maple и Mathematica: Сравнительный аспект
Автор: Аладьев В.З., Бойко В.К., Ровба Е.А.
Издательство: Гродненский госуниверситет
Год: 2011
Cтраниц: 517
Формат: pdf
Размер: 12 мб
Язык: русский

В монографии рассматриваются вопросы применения математических пакетов Maple и Mathematica — лидеров среди современных систем компьютерной математики — с точки зрения предпочтительности для программирования различного рода приложений. Представлены некоторые важные аспекты сравнительного анализа обеих систем относительно возможностей их программных сред для функционально-процедурного программирования задач различной направленности, преподавания систем указанного типа и разработки проектов на их базе.

Название: Applied AI and Multimedia Technologies for Smart Manufacturing and CPS Applications
Автор: Emmanuel Oyekanlu
Издательство: IGI Global
Серия: Advances in Computational Intelligence and Robotics
Год: 2023
Страниц: 377
Язык: английский
Формат: epub (true)
Размер: 33.8 MB

Applied AI and Multimedia Technologies for Smart Manufacturing and CPS Applications provides an in-depth review of the challenges and applicable state-of-the art multimedia, Deep Learning, data conversion and data integration solutions for IIoT and industrial CPS. In the book, challenges relating to the integration of data, machine learning (ML) and multimedia technologies for smart manufacturing applications and CPS are discussed in detail. In-depth and wide-ranging hands-on examples and solutions for ML, data engineering, data conversion and data integration strategies for industrial CPS, and for academic and industrial captains are also provided in form of algorithms and Python software implementations.

Название: Handbook of Research on Ai and Knowledge Engineering for Real-time Business Intelligence
Автор: Kamal Kant Hiran, K. Hemachandran
Издательство: IGI Global
Год: 2023
Страниц: 359
Язык: английский
Формат: epub (true)
Размер: 31.1 MB

Artificial Intelligence (AI) is influencing the future of almost every sector and human being. AI has been the primary driving force behind emerging technologies such as Big Data, blockchain, robots, and the Internet of Things (IoT), and it will continue to be a technological innovator for the foreseeable future. New algorithms in AI are changing business processes and deploying AI-based applications in various sectors. The Handbook of Research on AI and Knowledge Engineering for Real-Time Business Intelligence is a comprehensive reference that presents cases and best practices of AI and knowledge engineering applications on business intelligence. Covering topics such as Deep Learning methods, face recognition, and sentiment analysis, this major reference work is a dynamic resource for business leaders and executives, IT managers, AI scientists, students and educators of higher education, librarians, researchers, and academicians. Before learning about AI, you must have the basic knowledge of computer programming language such as C, C++, Java, Python, etc. along with this knowledge of essential mathematics such as derivatives, probability theory, etc.

Название: Designing and Developing Innovative Mobile Applications
Автор: Debabrata Samanta
Издательство: IGI Global
Год: 2023
Страниц: 464
Язык: английский
Формат: epub (true)
Размер: 32.5 MB

Since mobile communication has become so ingrained in our daily lives, many people find it difficult to function without a cellphone. When the phone first came out, the only commonly used features were calling and sending text messages (texts). The intelligent mobile phone has proven to be a multipurpose tool that works best for communication and aids in learning, earning, and having fun. This in turn prompted several developers to consider creating mobile applications. Designing and Developing Innovative Mobile Applications focuses on the fundamentals of the Android OS and its device features, the deployment of any Android application, and the activities and intents of Android programming. Covering key topics such as mobile pages, software development, and communication, this premier reference source is ideal for computer scientists, industry professionals, researchers, academicians, scholars, practitioners, instructors, and students. This chapter provides a general overview of machine learning using the Scikit-learn module on Android mobile devices. The reader is introduced to the Python language in the first section. After that, a quick historical note on Python implementations on Android mobile phones is followed by an introduction to Python on Android.

Название: Architectural Framework for Web Development and Micro Distributed Applications
Автор: Guillermo Rodriguez
Издательство: IGI Global
Год: 2023
Страниц: 292
Язык: английский
Формат: epub (true)
Размер: 12.4 MB

The text introduces the concept of Micro Distributed Applications (MDAs) and their relevance in current software engineering endeavors. In order to understand why the profession has arrived at its current junction and why web development must fundamentally change to encompass the doctrine of distributed jаvascript applications the reader is introduced to the evolutionary factors that have come bear on the profession. These factors have pushed the software engineering domain slowly but surely to the realm of MDAs. In recent years, we have ushered in a new age where applications will become smaller, distributed, jаvascript-laden, microservices-infused, and utilize the hardware of the client to operate. A new paradigm has been forced upon us by the large search providers, and because of this, we can now leverage them to help our applications obtain influence where our applications become the voice of authority on the internet and consequently help our organizations reap the benefits of mass adoption. To better understand this, we must first consider the history that has taken us to where we find ourselves. Architectural Framework for Web Development and Micro Distributed Applications helps readers to come to an understanding of how the indexing domain may be leveraged by this new wave of jаvascript applications that have been termed micro distributed applications and by whose creation and implementation will allow the enterprise to reap the benefit of influence by the existing search systems that the masses utilize.

Название: Practice R: An interactive textbook
Автор: Edgar J. Treischl
Издательство: De Gruyter
Год: 2023
Страниц: 398
Язык: русский
Формат: pdf
Размер: 31.0 MB

Many students learn to analyze data using commercial packages, even though there is an open-source software with cutting-edge possibilities: R, a programming language with countless cool features for applied empirical research. Practice R introduces R to social science students, inspiring them to consider R as an excellent choice. In a non-technical pragmatic way, this book covers all typical steps of applied empirical research. Learn how to prepare, analyze, and visualize data in R. Discover how to collect data, generate reports, or automate error-prone tasks. The book is accompanied by an R package. This provides further learning materials that include interactive tutorials, challenging you with typical problems of applied research. This way, you can immediately practice the knowledge you have learned. The package also includes the source code of each chapter and templates that help to create reports.

Название: Machine Learning Safety
Автор: Xiaowei Huang, Gaojie Jin, Wenjie Ruan
Издательство: Springer
Серия: Artificial Intelligence: Foundations, Theory, and Algorithms
Год: 2023
Страниц: 319
Язык: английский
Формат: pdf (true), epub
Размер: 40.3 MB

Machine Learning algorithms allow computers to learn without being explicitly programmed. Their application is now spreading to highly sophisticated tasks across multiple domains, such as medical diagnostics or fully autonomous vehicles. While this development holds great potential, it also raises new safety concerns, as Machine Learning has many specificities that make its behaviour prediction and assessment very different from that for explicitly programmed software systems. This book addresses the main safety concerns with regard to Machine Learning, including its susceptibility to environmental noise and adversarial attacks. Such vulnerabilities have become a major roadblock to the deployment of Machine Learning in safety-critical applications. The book presents up-to-date techniques for adversarial attacks, which are used to assess the vulnerabilities of Machine Learning models; formal verification, which is used to determine if a trained Machine Learning model is free of vulnerabilities; and adversarial training, which is used to enhance the training process and reduce vulnerabilities.