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Название: Fundamentals of Pattern Recognition and Machine Learning, 2nd Edition Автор: Ulisses Braga-Neto Издательство: Springer Год: 2024 Страниц: 411 Язык: английский Формат: pdf (true) Размер: 14.7 MB
This book is a concise but thorough introduction to the tools commonly used in pattern recognition and Machine Learning, including classification, dimensionality reduction, regression, and clustering, as well as recent popular topics such as deep neural networks and Gaussian process regression. The Second Edition is thoroughly revised, featuring a new chapter on the emerging topic of physics-informed Machine Learning and additional material on deep neural networks. Combining theory and practice, this book is suitable for the graduate or advanced undergraduate level classroom and self-study. It fills the need of a mathematically-rigorous text that is relevant to the practitioner as well, with datasets from applications in bioinformatics and materials informatics used throughout to illustrate the theory. These datasets are available from the book website to be used in end-of-chapter coding assignments based on Python and Keras/Tensorflow. All plots in the text were generated using Python scripts and Jupyter notebooks, which can be downloaded from the book website. |
Разместил: Ingvar16 7-08-2024, 16:27 | Комментарии: 0 | Подробнее
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Название: Java Algorithms Interview Challenger: Ace Java Interviews by Mastering Fundamentals of Data Structures and Algorithms Автор: Rafael Chinelato del Nero Издательство: Leanpub Год: 2023-09-21 Страниц: 194 Язык: английский Формат: pdf (true), epub, mobi Размер: 10.1 MB
Ace the Java interviews by mastering data structures and algorithms! The best way to do this is to learn those concepts with your beloved programming language, Java! In this book, you will also learn how the current interviews are in the market so you can prepare accordingly. To pass interviews, we must know data structures and algorithms. Nowadays, most companies repeat the same tests. There is tons of content on the internet about the subject, but not specifically with Java. That's the difference with the Java Interview Challenger book: you will learn those fundamentals with your beloved language, Java! You will also understand some nuances from the JDK code and will expand your knowledge about Java so you can create clean and performance-optimized code. By mastering data structures, algorithms, and systems design, you will undoubtedly become a much better software engineer capable of designing complex systems independently. So, the benefit is not only passing in interviews but becoming an extraordinary software engineer able to create complex Microservices to solve a big problem. This book will teach you about data structures, sorting algorithms, programming techniques, several cloud technologies, and more! |
Разместил: Ingvar16 7-08-2024, 15:39 | Комментарии: 0 | Подробнее
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Название: Build Your Own Database From Scratch in Go : From B+tree to SQL in 3000 lines, 2nd Edition Автор: James Smith Издательство: Leanpub Год: 2024-06-11 Страниц: 103 Язык: английский Формат: pdf (true), azw3, mobi, epub Размер: 10.1 MB
Learn databases from the bottom up by coding your own, in small steps, and with simple Go code (language agnostic). Database literature is full of confusing, overloaded jargon with no consistent meaning. It’s easy to get lost when reading about it. On the other hand, Feymann once said, “what I can’t build, I don’t understand”. Can you build a database by reading about databases? Test your understanding! While there is a lot to learn, not all knowledge is equally important, it takes only a few principles to build a DB, so anyone can try. SQL is almost a synonym for database. But SQL is just a user interface, it’s not fundamental to a DB. What’s important is the functionalities underneath. Another much simpler interface is key-value (KV). You can get, set, and delete a single key, and most importantly, list a range of keys in sorted order. KV is simpler than SQL because it’s one layer lower. Relational DBs are built on top of KV-like interfaces called storage engines. Query languages: parsers and interpreters: The last step is easy, despite the larger LoC. Both the parser and the interpreter are coded with nothing but recursion! The lesson can be applied to almost any computer language, or creating your own programming language or DSL. |
Разместил: Ingvar16 7-08-2024, 14:48 | Комментарии: 0 | Подробнее
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Название: Промпт-инженер текстовых моделей ИИ. Говори с ИИ: От новичка до эксперта Автор: Fottiniya Издательство: Интернет-издание Год: 2024 Формат: PDF Страниц: 157 Размер: 1 Mb Язык: Русский
Этот курс — не просто набор инструкций по составлению промптов. Промпт-инженерия — это больше, чем просто техническое умение. Это путешествие в мир, где грань между человеческим и искусственным интеллектом становится все более размытой. |
Разместил: Chipa 7-08-2024, 10:02 | Комментарии: 0 | Подробнее
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Название: Generators in javascript : A Guide to Building Robust Asynchronous Logic for Your Applications Автор: Parthipan Natkunam Издательство: Leanpub Год: 2024-04-07 Язык: английский Формат: pdf (true), epub Размер: 10.1 MB
Dive into the transformative world of function generators to simplify complex asynchronous operations, efficiently manage large data sets, and discover advanced coding paradigms. Step beyond conventional programming and explore techniques that will elevate your code to new heights of efficiency and clarity. In the ever-evolving landscape of software development, javascript remains a cornerstone, continually adapting and growing to meet the modern developer’s needs. Among its many features, generators stand out as a powerful yet often underutilized tool. This book, "Generators in javascript," is dedicated to unraveling the complexities and unleashing the full potential of javascript generators. In this book, we delve into one of javascript's most powerful features. This book is a comprehensive guide, meticulously crafted for mid-level and senior software engineers who are eager to expand their javascript expertise. Whether you're optimizing web applications or building complex server-side solutions, this book is your gateway to mastering advanced javascript. Generators are not just another feature; they are a paradigm shift in how javascript handles data and asynchronous operations. This book demystifies generators, taking you on a journey from the basic syntax to sophisticated use cases. Targeted primarily at mid-level and senior software engineers, this book assumes a familiarity with javascript and a desire to deepen your understanding of its more advanced features. Whether you’re looking to refine your asynchronous programming skills, manage complex data streams, or simply expand your javascript expertise, this book is tailored for you. |
Разместил: Ingvar16 7-08-2024, 06:51 | Комментарии: 0 | Подробнее
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Название: Chatbots and Text generation Автор: Jovan Pehcevski Издательство: Arcler Press Год: 2024 Страниц: 490 Язык: английский Формат: pdf (true) Размер: 50.9 MB
Chatbots such as ChatGPT are based on language models developed by using AI techniques. They are based on the Generative Pre-training Transformer (GPT) architecture and are trained on a huge amount of text data. This book edition covers different topics from chatbots and text generation, including: chatbots functioning, chatbot applications, implementation of text generation models and text generation applications. Artificial Intelligence (AI) is in the full swing of its development, as different companies are developing solutions and tools that can help in everyday work. One such tool, the new online sensation ChatGPT, is an online chatbot from the company OpenAI. Interacting with this chabot is in such great demand that their servers sometimes cannot handle so much traffic, which is being worked on rapidly. Text generation produced by ChatGPT and similar tools has many potential applications, such as in law (drafting contracts), medicine (diagnostics), journalism (news production), education (production of education materials), and science (search and generation of scientific papers). ChatGPT is a large language model based on the Generative Pre-training Transformer (GPT) architecture and trained on a huge amount of text data. ChatGPT is designed to generate human-generated text that can be used for a wide range of natural language processing (NLP) tasks, such as language translation, text summarization, and question answering. One of the key features of ChatGPT is its ability to generate coherent and fluent text. When given a query or a starting phrase, this online chatbot can generate a continuation of the text that is grammatically correct and semantically meaningful. This makes ChatGPT particularly useful for creating chatbots, content generation, and other tasks that require natural language generation. |
Разместил: Ingvar16 6-08-2024, 19:08 | Комментарии: 0 | Подробнее
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Название: C Programming Автор: Manmohan Singh, Rahul Sharma, Neeraj Kumar Rathore, Urmila S Soni Издательство: Arcler Press Год: 2024 Страниц: 229 Язык: английский Формат: pdf (true) Размер: 33.4 MB
The objective of the book "C Programming" is to provide a comprehensive and practical guide for beginners and experienced programmers alike in mastering the fundamental concepts and techniques of the C programming language. Through a systematic approach, this book aims to equip readers with a solid foundation in C programming, enabling them to write efficient, reliable, and maintainable code. It covers everything from basic syntax and data types to advanced topics such as memory management, file handling, and data structures. The book focuses on practical implementation, offering numerous examples and exercises to reinforce understanding and encourage hands-on learning. It emphasizes the importance of problem-solving and logical thinking, teaching readers how to break down complex problems into smaller, manageable tasks. Whether you are a novice programmer eager to take your first steps or an experienced developer seeking to strengthen your skills, this book is your passport to mastering the art of C programming. C has endured for decades because of its simplicity, versatility, and efficiency. It has been the foundation for building operating systems, creating applications, and even crafting embedded systems. By learning C, you are not merely acquiring a programming language; you are delving into the very heart of computing. This book takes a practical and hands-on approach to learning C. We believe that programming is best understood through practice, so you will find numerous examples, exercises, and projects designed to reinforce your understanding and encourage your creativity. Whether your interests lie in system programming, game development, web applications, or beyond, a solid grounding in C is your gateway to success. |
Разместил: Ingvar16 6-08-2024, 17:43 | Комментарии: 0 | Подробнее
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Название: Software Testing and User Experience Автор: Nastaran Nazar Zadeh Издательство: Toronto Academic Press Год: 2024 Страниц: 224 Язык: английский Формат: pdf (true) Размер: 70.3 MB
This book explores the relationship between software testing and user experience. It provides an overview of the importance of user experience in software testing and the impact it has on software development. The book covers various techniques and strategies for testing software to ensure optimal user experience, including usability testing, accessibility testing, and performance testing. Whether you are a software developer, tester, or UX designer, this book is a valuable resource for improving the quality and user-friendliness of your software applications. Software testing is an essential aspect of the software development process that ensures software applications’ quality, reliability, and functionality. However, more than testing is needed to guarantee a great user experience. Integrating user experience design and testing throughout the entire software development process is crucial to create intuitive, efficient, and enjoyable software applications. This book aims to provide an in-depth understanding of software testing and user experience design and testing. We will explore the different types of software testing, the goals, scope, and history of software testing, and how testing goes beyond just unit testing. We will also delve into the fundamentals of user experience design and usability testing, as well as the process of conducting a test. |
Разместил: Ingvar16 6-08-2024, 16:21 | Комментарии: 0 | Подробнее
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Название: Disease Prediction using Machine Learning, Deep Learning and Data Analytics Автор: Geeta Rani, Vijaypal Singh Dhaka, Pradeep Kumar Tiwari Издательство: Bentham Books Год: 2024 Страниц: 196 Язык: английский Формат: pdf (true) Размер: 34.8 MB
This book is a comprehensive review of technologies and data in healthcare services. It features a compilation of 10 chapters that inform readers about the recent research and developments in this field. Each chapter focuses on a specific aspect of healthcare services, highlighting the potential impact of technology on enhancing practices and outcomes. The main features of the book include 1) referenced contributions from healthcare and data analytics experts, 2) a broad range of topics that cover healthcare services, and 3) demonstration of Deep Learning techniques for specific diseases. This book invited ideas, proposals, review articles and experimental works from the researchers working in the field. The systematic organization of the research works in the field of applying Machine Learning for disease prediction will be fruitful in providing insights to readers about the existing works and the gaps available in the field. This book is a significant contribution towards providing a detailed study of data analytics algorithms and Machine Learning techniques for disease prediction. The book includes a rigorous review of related literature, methodology for data set preparation, model building, training, and testing the model. It contains a comparative analysis of versatile algorithms applied for making predictions in the challenging arena of medical science and disease prediction. The provides good insight into the topics such as Data Analytics, Machine Learning, Deep Learning, Information Retrieval from medical data, Data Integration, Prediction Models, Medical Data Analysis, Medical Decision Support systems, Federated Learning in Healthcare, and Medical Image Reconstruction. The book is a companion and a must-read, for academicians, people from industries, graduate and post-graduate students, researchers, physicians and for everyone who is involved in the fields of medicine, Data Analytics or Machine Learning directly or indirectly. |
Разместил: Ingvar16 6-08-2024, 13:18 | Комментарии: 0 | Подробнее
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Название: Python for Information Professionals: How to Design Practical Applications to Capitalize on the Data Explosion Автор: Brady D. Lund, Daniel Agbaji, Kossi Dodzi Bissadu, Haihua Chen Издательство: Rowman & Littlefield Publishers Год: 2024 Страниц: 173 Язык: английский Формат: pdf (true), epub Размер: 10.1 MB
Python for Information Professionals: How to Design Practical Applications to Capitalize on the Data Explosion is an introduction to the Python programming language for library and information professionals with little or no prior experience. As opposed to the many Python books available today that focus on the language only from a general sense, this book is designed specifically for information professionals who are seeking to advance their career prospects or challenge themselves in new ways by acquiring skills within the rapidly expanding field of Data Science. In this book, we endeavor to introduce you to the basics of Python, in addition to some advanced concepts, as well as contextualize this learning by presenting relevant examples for the library and information sciences. We have intentionally designed this book so that it begins with simpler concepts and then builds in complexity, such that you will be able to follow along regardless of where you are in your Python learning. This book can be used as a learning resource for beginners, or a ready reference for those looking for a few pointers to improve their coding abilities. |
Разместил: Ingvar16 6-08-2024, 05:43 | Комментарии: 0 | Подробнее
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