Название: Machine Learning and Optimization for Engineering Design Автор: Арооrvа S. Shаstri, Каilаsh Shаw, Маngаl Singh Издательство: Springer Год: 2023 Страниц: 175 Язык: английский Формат: pdf (true), epub Размер: 35.5 MB This book aims to provide a collection of state-of-the-art scientific and technical research papers related to Machine Learning-based algorithms in the field of optimization and engineering design. The theoretical and practical development for numerous engineering applications such as smart homes, ICT-based irrigation systems, academic success prediction, future agro-industry for crop production, disease classification in plants, dental problems and solutions, loan eligibility processing, etc., and their implementation with several case studies and literature reviews are included as self-contained chapters. Additionally, the book intends to highlight the importance of study and effectiveness in addressing the time and space complexity of problems and enhancing accuracy, analysis, and validations for different practical applications by acknowledging the state-of-the-art literature survey. The book targets a larger audience by exploring multidisciplinary research directions such as computer vision, Machine Learning, Artificial Intelligence, modified/newly developed Machine Learning algorithms, etc., to enhance engineering design applications for society. State-of-the-art research work with illustrations and exercises along with pseudo-code has been provided here. There are several deterministic and approximation-based optimization methods that have been developed by the researchers, such as branch-and-bound techniques, simplex methods, approximation and Artificial Intelligence-based methods such as evolutionary methods, Swarm-based methods, physics-based methods, socio-inspired methods, etc. In the paper "OpenCV and MQTT Based Intelligent Management System", a system is proposed which is intelligent and can perform identification, counting, and calculation of density of vehicles. After calculating the traffic density, the system classifies the density into low, medium, and high density with the help of a decision algorithm. This system is based on Python programming, and the libraries used in Python are Open-source Computer Vision, NumPy, Chardet, and time library.
Название: Supervised Machine Learning with Python: A Comprehensive guide to Supervised Learning for 2024 Автор: Науdеn Vаn Dеr Роst Издательство: Reactive Publishing Год: 2023 Страниц: 365 Язык: английский Формат: pdf Размер: 54.4 MB Push the boundaries of Machine Learning with Python and elevate your data analysis skills to new heights! 'Supervised Machine Learning with Python' is the essential guide for professionals who have mastered the basics and are ready to dive into the more complex and powerful aspects of machine learning. If you were captivated by the top-selling introductory texts, this book is the perfect next step to satisfy your thirst for advanced knowledge. With clear explanations, practical examples, and expert techniques, this book will help you unlock deeper insights from your data. Inside, you will find advanced strategies for model selection, feature engineering, and tuning that will enable you to achieve superior predictive performance. 'Supervised Machine Learning with Python' is specifically designed for professionals who are ready to use Python's powerful libraries, such as Scikit-learn, Pandas, and NumPy, to deploy models that can learn from data. You'll learn not only the theory behind the algorithms but also how to implement them in practice to solve the kind of data analytical problems you encounter every day. In these pages, you will find advanced case studies that vividly illustrate the applications of supervised Machine Learning in various industries. Whether you work in finance, healthcare, retail, or any other field where data drives decisions, this book is tailored to help you add a new level of sophistication to your work.
Название: ITS-303 Python Programming Realistic Mock Tests: 340+ Realistic questions and explanations to get you ITS-303 Exam certified on your 1st attempt Автор: Abound Academy Издательство: Abound Academy Год: 2023 Страниц: 455 Язык: английский Формат: epub Размер: 38.8 MB Welcome to Python Programming Practice Tests book, a comprehensive guide filled with practice tests designed to help you prepare for the ITS-303 Python certification exam. The book is intended for individuals who have basic knowledge of Python programming and are seeking to obtain the ITS-303 certification to validate their skills. The ITS-303 certification is a valuable asset in today's job market as it demonstrates your proficiency in Python programming. However, passing the exam can be challenging, and it requires a lot of preparation and practice. That's where this book comes in handy. This book provides you with more than 340 realistic Python questions and detailed explanations to help you prepare for the ITS-303 certification exam. The questions are arranged in chapters that cover all the essential topics in Python programming, including data types, functions, control structures, object-oriented programming, file handling, and more. Each chapter contains multiple choice questions, true/false questions, and scenario-based questions to give you a comprehensive understanding of Python programming. The questions are designed to mimic the ITS-303 certification exam, so you can get a feel for the types of questions you may encounter on the actual test. The explanations provided for each question are thorough and detailed, helping you to understand the underlying concepts and principles of Python programming. Additionally, the explanations include references to relevant Python documentation, so you can further your understanding of the language. Learning Python is a great investment for anyone who wants to pursue a career in software development or data analysis, or who wants to expand their skill set in these fields.
Название: Machine Learning Crash Course for Engineers Автор: Еklаs Ноssаin Издательство: Springer Год: 2024 Страниц: 465 Язык: английский Формат: pdf Размер: 12.7 MB Machine Learning Crash Course for Engineers is a reader-friendly introductory guide to Machine Learning algorithms and techniques for students, engineers, and other busy technical professionals. The book focuses on the application aspects of Machine Learning, progressing from the basics to advanced topics systematically from theory to applications and worked-out Python programming examples. It offers highly illustrated, step-by-step demonstrations that allow readers to implement Machine Learning models to solve real-world problems. This powerful tutorial is an excellent resource for those who need to acquire a solid foundational understanding of Machine Learning quickly. Python and R are the two most highly used programming languages for developing ML programs. Python will be used as the only programming language in all examples of this book due to its ease of use, popularity, and the large, friendly, helpful, and interactive community Python encompasses. It is open-source, highly used in academic and research-based works, and is recommended by experts in almost every field. It is very efficient in terms of the amount of code needed to be written. The short, simple lines of Python code with obvious implications can be easily handled by beginners and are easy to read, debug, and expand. Python is also a cross-platform programming language, implying that it can run well on all operating systems and computers. The most used ML libraries are NumPy, Pandas, Scipy, Theano, Keras, Scikit-learn, Matplotlib, etc., while the most common frameworks are PyTorch and TensorFlow.
Название: Reverse Engineering with Terraform: An Introduction to Infrastructure Automation, Integration, and Scalability using Terraform Автор: Sumit Вhаtiа, Сhеtаn Gаbhаnе Издательство: Apress Год: 2024 Страниц: 288 Язык: английский Формат: pdf, epub Размер: 10.1 MB This book is a comprehensive guide for employing Terraform in infrastructure as code automation, and its application to infrastructure operations. Reverse Engineering with Terraform begins with an introduction to Terraform’s core functionalities, including state files, configuration files, and providers, followed by a deep dive into the tool. You’ll then learn how to pinpoint problems with Terraform automation and how reverse engineering can help you resolve them. Drilling down, authors Sumit Bhatia and Chetan Gabhane walk you through the various steps in reverse engineering with an eye towards more effective Terraform integration with preexisting and legacy IT infrastructure. Using a real-world reverse engineering example, they demonstrate how to import a preexisting resource into your infrastructure, which can help you develop an automatable and scalable method for Terrraform adoption. You’ll also learn how to create reusable, shareable components to streamline infrastructure code and foster collaboration within teams, and advanced techniques for using Terraform to optimize infrastructure provisioning, configuration, and management.For IT architects, admins, technical managers, and infrastructure solution experts. Minimal knowledge of Python programming is the only prerequisite.
Название: Coding Choas: Unraveling the unpredictable: A Pythonic Approach to Chaos Theory Автор: Науdеn Vаn Dеr Роst Издательство: Reactive Publishing Год: 2023 Страниц: 261 Язык: английский Формат: pdf Размер: 40.9 MB Step into the enthralling realm where unpredictability and order converge. 'Coding Chaos' guides you through the labyrinth of chaos theory, combining the rigor of computer science with the unpredictability of chaotic systems. With Python as your compass, this book is your quintessential map for navigating the complexities of chaos in the digital dimension. For programmers and enthusiasts alike, 'Coding Chaos' peels back the layers of abstraction to reveal the beating heart of chaotic systems. Within these pages, you will embark on a journey—from mastering the foundations to engineering advanced applications—all through the versatile, user-friendly Python language. Begin with the basics, as you delve into the core concepts of chaos theory, such as sensitivity to initial conditions, strange attractors, and fractal dimensions. Each chapter builds upon the last, with clear and engaging explanations, ensuring solid footing before progressing to more elaborate topics. Dive into the Python-centric tutorials that form the backbone of this hands-on guide. Through expertly crafted coding examples, you'll visualize chaotic behavior, simulate complex systems, and understand how chaos can emerge from simple rules. Whether you're simulating the iconic Lorenz Attractor or decrypting patterns in nature, 'Coding Chaos' equips you with the tools to harness the inherent unpredictability within computational landscapes.
Название: The Python Bible for Beginners: A Step-By-Step Guide to Master Coding from Scratch in Less Than 7 Days and Become the Expert that Top Companies Vie to Hire (with Hands-On Exercises and Code Snippets) Автор: Niсhоlаs Кimmеl Издательство: Independently published Год: 2023 Страниц: 242 Язык: английский Формат: pdf Размер: 34.1 MB Are you ready to conquer any coding challenge, become an invaluable asset in the tech industry, and finally land your highly paid dream job with ease? Then keep reading and dive into the fascinating world of Python programming with the only comprehensive step-by-step guide designed to transform complete beginners into highly skilled programmers in less than 7 days. Do not read this book if you're looking for a boring textbook containing a lot of dry math and programming lingo. The Python Bible for Beginners is more than just a programming book; it's a roadmap to success in the ever-evolving field of software development. Nicholas Kimmel, senior data analyst for one of the biggest American tech companies, has condensed everything you need in a simple and clear way, leaving no room for confusion or frustration. His book stands apart as a true gem in the world of programming: as you journey through the chapters, you'll seamlessly transition from basic concepts to mastering advanced libraries and features. For Students or Aspiring Programmers: No prior experience? No problem. This book is tailored for absolute beginners. For Current Developers: Looking to switch to Python or sharpen your existing skills? This book will elevate your coding abilities.
Название: WAIC and WBIC with Python Stan: 100 Exercises for Building Logic Автор: Jое Suzuki Издательство: Springer Год: 2023 Страниц: 249 Язык: английский Формат: pdf (true), epub Размер: 46.2 MB Master the art of Machine Learning and Data science by diving into the essence of mathematical logic with this comprehensive textbook. This book focuses on the widely applicable information criterion (WAIC), also described as the Watanabe-Akaike information criterion, and the widely applicable Bayesian information criterion (WBIC), also described as the Watanabe Bayesian information criterion. The book expertly guides you through relevant mathematical problems while also providing hands-on experience with programming in Python and Stan. Whether you’re a data scientist looking to refine your model selection process or a researcher who wants to explore the latest developments in Bayesian statistics, this accessible guide will give you a firm grasp of Watanabe Bayesian Theory. It is very inconvenient if there is no source code in a Machine Learning book. Furthermore, even if there is a package, without the source code, you cannot improve the algorithm. Sometimes the source is made public on platforms like git, but it may only be available in MATLAB or Python or may not be sufficient. In this book, code is written for most processes, so you can understand what it means even if you don't understand the math. Embark on your Machine Learning and Data Science journey with this essential textbook and unlock the full potential of WAIC and WBIC today!
Название: Python Programming for Lucrative Careers: Your Fast-Track to Mastering Python Skills in Just One Week with Insider Coding Hacks + 30 Hands-On Exercises Included Автор: Niсhоlаs Dеmрsеу Издательство: Independently published Год: 2023 Страниц: 174 Язык: английский Формат: pdf (true) Размер: 27.3 MB Do you dream of unlocking high-paying job opportunities and enhancing your career prospects with these in-demand skills? Are you searching for a comprehensive guide that will demystify Python, propelling you from a beginner to a coding hero? Python has become the backbone of modern computing, offering unparalleled capabilities for web development, data analysis, automation, and beyond. In just seven days, you can transition from a coding novice to a proficient programmer. Our accelerated approach optimizes your learning curve, ensuring every moment counts. Whether you're a novice or have dabbled in coding before, this book is your key to unlocking the potential of these languages without the confusion or overwhelming technicalities. Your time is invaluable, and I've distilled years of coding expertise into this comprehensive guide. Whether you're a student, a career switcher, or simply curious about the coding universe, this book is tailored for you. Don't miss this opportunity to transform your career prospects and unlock the world of high-paying tech jobs.
Название: The Complete Python Coding Manual - 20th Edition, 2023 Автор: Papercut Limited Издательство: Papercut Limited Год: 2023 Страниц: 164 Язык: английский Формат: pdf Размер: 100.00 MB Раскройте свое воображение с помощью Python. Немногие языки программирования добились такого успеха, как Python, и благодаря его уникальному развитию каждый может научиться программировать такие технические проекты, как Большой адронный коллайдер, сбор данных петабайтного масштаба, позволивший получить первые изображения черных дыр, или создание следующего поколения искусственного интеллекта. Выучить Python может каждый: освоение не займет много времени, но начинать нужно с малого. Это руководство поможет вам заложить основу для будущего кодинга на Python, начиная с установки языка на компьютер и заканчивая созданием пользовательских взаимодействий и сложных переменных. На этих страницах вы найдете все, что нужно, чтобы стать программистом на Python и перейти на новый уровень. Если вы хотите продвинуться по карьерной лестнице, изучая Python, или просто развлечься и открыть для себя что-то новое, наши пошаговые руководства и пособия дадут вам необходимые знания. Вперед, начинайте программировать на Python.
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