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 Название: Machine Learning and Data Mining Annual Volume 2023
Автор: Marco Antonio Aceves-Fernandez, Andries Engelbrecht
Издательство: ITexLi
Год: 2023
Страниц: 132
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB
This book offers a multifaceted perspective on Machine Learning and Data Mining. Whether you’re an experienced researcher or a newcomer, this collection is an essential resource for staying at the forefront of these dynamic and influential disciplines. The interest within the academic community regarding AI has experienced exponential growth in recent years. Several key factors have contributed to this surge in interest. Firstly, the rapid advancements in AI technologies have showcased their potential to revolutionize various fields, such as healthcare, finance, and transportation, sparking curiosity and enthusiasm among researchers and scholars. Secondly, the availability of vast amounts of data and computing power has enabled academics to delve deeper into AI research, exploring complex algorithms and models to tackle real-world problems. Additionally, the interdisciplinary nature of AI has encouraged collaboration among experts from diverse fields like Computer Science, neuroscience, psychology, and ethics, fostering a rich exchange of ideas and approaches. | |
Разместил: Ingvar16 7-01-2024, 10:22 | Комментарии: 0 | Подробнее
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 Название: Algorithmic Essentials: Trading with Python: Your Comprehenive Guide for 2024
Автор: Hayden Van Der Post, Johann Strauss
Издательство: Reactive Publishing
Год: 2024
Страниц: 350
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB
"Algorithmic Essentials: Trading with Python" unlocks the dynamic world of algorithmic trading, offering a unique blend of practical insight and technical expertise. This book is a must-read for those eager to harness the power of Python in the fast-paced arena of financial markets. It guides readers from the fundamentals of algorithmic trading to the development of their own trading systems using Python. The pages of this book are filled with clear, step-by-step instructions and real-world examples. Beginners will appreciate the straightforward explanations, while experienced traders will find value in the advanced strategies and Python code snippets. Whether you're looking to refine your trading approach or starting from scratch, "Algorithmic Essentials: Trading with Python" provides the tools to create more efficient and effective trading algorithms. Dive into topics such as market data analysis, risk management, and backtesting strategies. Learn how to automate trades and make split-second decisions based on complex data, all through the power of Python. This book is your gateway to turning theoretical knowledge into tangible skills in algorithmic trading. | |
Разместил: Ingvar16 7-01-2024, 01:03 | Комментарии: 0 | Подробнее
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 Название: Mastering MLOps Architecture: From Code to Deployment: Manage the production cycle of continual learning ML models with MLOps
Автор: Raman Jhajj
Издательство: BPB Publications
Год: 2024
Страниц: 286
Язык: английский
Формат: pdf, epub (true)
Размер: 10.1 MB
Harness the power of MLOps for managing real time Machine Learning project cycle. MLOps is the intersection of DevOps, data engineering and Machine Learning. Working in the field of machine learning is highly dependent on ever-changing data, whereas MLOps is needed to deliver excellent ML and AI results. This book provides a practical guide to MLOps for data scientists, data engineers, and other professionals involved in building and deploying Machine Learning systems. It introduces MLOps, explaining its core concepts like continuous integration and delivery for Machine Learning. It outlines MLOps components and architecture, providing an understanding of how MLOps supports robust ML systems that continuously improve. By covering the end-to-end Machine Learning pipeline from data to deployment, the book helps readers implement MLOps workflows. It discusses techniques like feature engineering, model development, A/B testing, and canary deployments. The book equips readers with knowledge of MLOps tools and infrastructure for tasks like model tracking, model governance, metadata management, and pipeline orchestration. Monitoring and maintenance processes to detect model degradation are covered in depth. With its comprehensive coverage and practical focus, this book enables data scientists, data engineers, DevOps engineers, and technical leaders to effectively leverage MLOps. | |
Разместил: Ingvar16 6-01-2024, 18:20 | Комментарии: 0 | Подробнее
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 Название: Red Hat Ansible Automation Platform: Modernize your organization with automation and Infrastructure as Code
Автор: Luca Berton
Издательство: BPB Publications
Год: 2024
Страниц: 432
Язык: английский
Формат: epub (true)
Размер: 15.9 MB
Get enterprise framework for building and operating IT automation at scale, from networking to operations. This book equips you to revolutionize operations across Cloud Infrastructure, Applications, Networks, Containers, and Security. From foundational concepts to advanced strategies, the readers will navigate Ansible Automation intricacies, covering architecture, syntax, and installation scenarios, including single-machine setups and high-availability clusters. Authentication mastery encompasses Role-Based Access Controls (RBAC) and external authentication, ensuring a secure user management foundation. System administration intricacies, such as metrics, logging, performance monitoring, and backup strategies, are explored, providing readers with holistic insights. Application deployment takes center stage in this book, emphasizing creating Ansible playbooks and content, automating deployment processes, and managing container applications. The book explores hybrid cloud environments, integrating Ansible with Kubernetes to manage applications across major cloud providers. The concluding chapter encapsulates key learnings, offering a reflective mastery of the Ansible Automation Platform. This guide provides practical skills for designing, deploying, and orchestrating end-to-end automation. Ansible heavily relies on Python computer programming language and data types. Python has long been a popular choice for automation tasks, allowing users to write scripts and programs to automate various processes. | |
Разместил: Ingvar16 6-01-2024, 17:12 | Комментарии: 0 | Подробнее
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 Название: DevOps Design Pattern: Implementing DevOps best practices for secure and reliable CI/CD pipeline
Автор: Pradeep Chintale
Издательство: BPB Publications
Год: 2024
Страниц: 388
Язык: английский
Формат: epub (true)
Размер: 14.2 MB
DevOps design, architecture and its implementations with best practices. DevOps design patterns encompass a set of best practices aimed at revolutionizing the software development lifecycle. It introduces a collaborative and streamlined approach to bring together different aspects of development, testing, deployment, and operations. At its core, DevOps seeks to break down traditional silos between these functions, fostering a culture of cooperation and continuous communication among teams. This interconnectivity enables faster, higher-quality software delivery by eliminating bottlenecks. DevOps best practices offer significant benefits to DevOps engineers, enhancing their effectiveness and efficiency. Examine best practices for version control and dynamic environments closely, learn how to "build once, deploy many," and master the art of continuous integration and delivery (CI/CD), reducing manual intervention and minimizing errors. Each chapter equips you with actionable insights, guiding you through automated testing, robust monitoring, and effective rollback strategies. You will confidently tap into the power of Infrastructure as Code (IaC) and DevSecOps methodologies, ensuring secure and scalable software delivery. Overall, DevOps best practices enable DevOps engineers to deliver high-quality, scalable, and secure software in a more streamlined and collaborative environment. For Software Developers, Software Architects, Infrastructure Engineers, Operation Engineers, Cloud Engineers, Quality Assurance (QA) Engineers, and all DevOps professionals across all experience levels to master efficient software delivery through proven design patterns. | |
Разместил: Ingvar16 6-01-2024, 16:18 | Комментарии: 0 | Подробнее
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 Название: Neural Network Computer Vision with OpenCV 5: Build computer vision solutions using Python and DNN module
Автор: Gopi Krishna Nuti
Издательство: BPB Publications
Год: 2024
Страниц: 307
Язык: английский
Формат: epub (true)
Размер: 31.5 MB
Unlocking computer vision with Python and OpenCV. Neural Network Computer Vision with OpenCV equips you with professional skills and knowledge to build intelligent vision systems using OpenCV. It creates a sequential pathway for understanding morphological operations, edge and corner detection, object localization, image classification, segmentation, and advanced applications like face detection and recognition, and optical character recognition. This book offers a practical roadmap to explore the nuances of image processing with detailed discussions on each topic, supported by hands-on Python code examples. The readers will learn the basics of neural networks, Deep Learning and CNNs by using Deep Learning frameworks like Keras, Tensorflow, PyTorch, Caffe etc. They will be able to utilize OpenCV DNN module to classify images by using models like Inception V3, Resnet 101, Mobilenet V2. Moreover, the book will help to successfully Implement object detection using YOLOv3, SSD and R-CNN models. The character detection and recognition models are also covered in depth with code examples. You will gain a deeper understanding of how these techniques impact real-world scenarios and learn to harness the potential of Python and OpenCV to solve complex problems. | |
Разместил: Ingvar16 6-01-2024, 11:28 | Комментарии: 0 | Подробнее
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 Название: Алгоритмы и структуры для массивных наборов данных
Автор: Джейла Меджедович, Эмин Тахирович
Издательство: ДМК Пресс
Год: 2024
Страниц: 342
Язык: русский
Формат: pdf
Размер: 57.9 MB
Стандартные алгоритмы и структуры при применении к крупным распределенным наборам данных могут становиться медленными — или вообще не работать. Правильный подбор алгоритмов, предназначенных для работы с большими данными, экономит время, повышает точность и снижает стоимость обработки. Книга знакомит с методами обработки и анализа больших распределенных данных. Насыщенное отраслевыми историями и занимательными иллюстрациями, это удобное руководство позволяет легко понять даже сложные концепции. Вы научитесь применять на реальных примерах такие мощные алгоритмы, как фильтры Блума, набросок count-min, HyperLogLog и LSM-деревья, в своих собственных проектах. Приведены примеры на Python, R и в псевдокоде. | |
Разместил: Ingvar16 6-01-2024, 09:57 | Комментарии: 0 | Подробнее
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 Название: Blockchain Essentials: Core Concepts and Implementations
Автор: Ramchandra Sharad Mangrulkar, Pallavi Vijay Chavan
Издательство: Apress
Год: 2024
Страниц: 277
Язык: английский
Формат: pdf, epub
Размер: 25.4 MB
This book will teach you the core concepts of blockchain technology in a concise manner through straightforward, concrete examples using a range of programming languages, including Python and Solidity. The 50 programs presented in this book are all you need to gain a firm understanding of blockchain and how to implement it. The book begins with an introduction to the fundamentals of blockchain technology, followed by a review of its types, framework, applications and challenges. Moving ahead, you will learn basic blockchain programming with hash functions, authentication code, and Merkle trees. You will then dive into the basics of bitcoin, including wallets, digital keys, transactions, digital signatures, and more. This is followed by a crash course on Ethereum programming, its network, and ecosystem. As you progress through the book, you will also learn about Hyperledger and put your newly-gained knowledge to work through case studies and example applications. After reading this book, you will understand blockchain’s underlying concepts and its common implementations. For anyone who is new to blockchain and wants to gain an an understanding of how it works and can be implemented. | |
Разместил: Ingvar16 5-01-2024, 22:05 | Комментарии: 0 | Подробнее
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 Название: Python Programming for Beginners: Skyrocket Your Code and Master Python in Less than a Week. Discover the Foolproof, Practical Route to Uncover Insider Hacks, Unlock New Opportunities, and Revolution
Автор: Kit Jackson
Издательство: Independently published
Год: 2023
Страниц: 200
Язык: английский
Формат: epub
Размер: 10.1 MB
Have you always been interested in programming but never had the time or resources to learn? Do you wish you could break into the tech industry and make a name for yourself but don't know where to start? We understand how overwhelming it can be to try and learn a new skill, especially when it comes to coding. But with Python Programming for Beginners, we provide the solution to your problem. Our book offers a comprehensive, easy-to-follow guide that will help you master the basics of Python programming in no time. We want to empower you to take control of your future and succeed in the tech industry. This comprehensive manual offers a comprehensive overview of Python programming, making it an ideal resource for beginners. This book provides the necessary tools to get you started with coding, even if you have little to no experience. This book's primary objective is to establish a solid understanding of programming principles and demonstrate their practical implementation in Python for effective problem-solving. It is understandable that diving into a new programming language can seem overwhelming, and that's why this book is designed to present the material in a clear, concise, and easy-to-understand manner, supplemented with plenty of examples and explanations. Throughout this book, you'll find hands-on exercises and programming challenges that will give you the opportunity to apply what you've learned and gain practical experience in programming. | |
Разместил: Ingvar16 5-01-2024, 18:47 | Комментарии: 0 | Подробнее
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 Название: Dynamic Programming Volume I: Finite States
Автор: Thomas J. Sargent, John Stachurski
Издательство: QuantEcon
Год: December 4, 2023
Страниц: 443
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB
This book is about dynamic programming and its applications in economics, finance, and adjacent fields like operations research. It brings together recent innovations in the theory of dynamic programming and also provides related applications and computer code. Chapters 1–3 provide motivation and background material on solving fixed point problems and computing lifetime valuations. Chapters 4 and 5 cover optimal stopping and Markov decision processes respectively. Chapter 6 extends the Markov decision framework to settings where discount rates vary over time. Chapter 7 treats recursive preferences. The main theoretical results on dynamic programming from Chapters 4–6 are special cases of the general results in Chapters 8–9. A brief discussion of continuous time models can be found in Chapter 10. One feature of the text is that computer code is a first-class citizen. The code embedded in the textbook is written in Julia and can be found at GitHub. We chose Julia because it is open source and because Julia allows us to write computer code that is as close as possible to the relevant mathematical equations. Julia code in the text is written to maximize clarity rather than speed. We have also written matching Python code, which can be found in the same repository. | |
Разместил: Ingvar16 5-01-2024, 16:48 | Комментарии: 0 | Подробнее
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