Название: Reliable Machine Learning: Applying SRE Principles to ML in Production (Early Release)
Автор: Cathy Chen, Kranti Parisa, Niall Richard Murphy
Издательство: O’Reilly Media, Inc.
Год: 2021-10-12
Страниц: 93
Язык: английский
Формат: epub
Размер: 10.2 MB

Whether you're part of a small startup or a planet-spanning megacorp, this practical book shows data scientists, SREs, and business owners how to run ML reliably, effectively, and accountably within your organization. You'll gain insight into everything from how to do model monitoring in production to how to run a well-tuned model development team in a product organization. Most of this book is about managing machine learning systems and production level ML pipelines. This involves work that is quite different from the work often performed by many data scientists and machine learning researchers, who ideally spend their days trying to develop new predictive models and methods that can squeeze out another percentage point of accuracy. Instead, in this book, we focus on ensuring that a system that includes an ML model exhibits consistent, robust, and reliable system level behavior.

Название: Practical Swarm Intelligence in Python: Using Swarm Intelligence and Evolutionary Algorithms to Solve Problems in Engineering and Science
Автор: Ronald T. Kneusel, Ph.D.
Издательство: Independently published
Год: 2021
Страниц: 250
Язык: английский
Формат: pdf (true)
Размер: 17.1 MB

Swarm intelligence and evolutionary algorithms are powerful approaches to solving optimization problems, or anything that can be cast as an optimization problem. This includes everything from designing neural network architectures (AutoML) to arranging products in a grocery store to maximize profit. This book introduces the reader to these techniques via a Python toolkit and many experiments.

Название: The Art of 64-Bit Assembly, Volume 1: x86-64 Machine Organization and Programming (Final)
Автор: Randall Hyde
Издательство: No Starch Press, Inc.
Год: 2022
Страниц: 1035
Язык: английский
Формат: pdf (true), epub
Размер: 18.3 MB

Randall Hyde's The Art of Assembly Language has long been the go-to guide for learning assembly language. In this long-awaited follow-up, Hyde presents a 64-bit rewrite of his seminal text. It not only covers the instruction set for today’s x86-64 class of processors in-depth (using MASM), but also leads you through the maze of assembly language programming and machine organization by showing you how to write code that mimics operations in high-level languages.Beginning with a “quick-start” chapter that gets you writing basic ASM applications as rapidly as possible, Hyde covers the fundamentals of machine organization, computer data representation and operations, and memory access. He’ll teach you assembly language programming, starting with basic data types and arithmetic, progressing through control structures and arithmetic to advanced topics like table lookups and string manipulation. In addition to the standard integer instruction set, the book covers the x87 FPU, single-instruction, multiple-data (SIMD) instructions, and MASM’s very powerful macro facilities. Throughout, you’ll benefit from a wide variety of ready-to-use library routines that simplify the programming process.

Название: Building Virtual Machine Labs: A Hands-on Guide 2nd Edition
Автор: Tony Robinson
Издательство: Tony Robinson
Год: 2021
Формат: PDF
Страниц: 1085
Размер: 29 Mb
Язык: English

Most Information Technology professionals agree that virtualization is vital, as it provides a safe and malleable work environment with which to learn and experiment. The only downside is that virtualization can be extremely daunting to learn, and even harder to set up with strong security controls. There is a plethora of knowledge on how to build home labs, but it can be difficult to find. The premise of this book is to provide students a hands-on, go-to resource for building a secure, customizable lab environment.
Readers will choose one of five hypervisors for building their baseline lab environment, and will be guided through performing all of the necessary setup tasks. This allows students to become more familiar with virtualization technologies, gain mastery over their chosen hypervisor, and design a safe and secure virtual lab environment for further endeavors.

Название: Person Re-Identification with Limited Supervision
Автор: Rameswar Panda, Amit K Roy-Chowdhury
Издательство: Morgan & Claypool
Серия: Synthesis Lectures on Computer Vision
Год: 2021
Страниц: 100
Язык: английский
Формат: pdf (true)
Размер: 10.16 MB

Person re-identification is a very fast-growing field of research. This book considers a specific aspect of this problem, i.e., how to learn re-identification models with limited supervision. This is related to research in Machine Learning (ML) on developing unsupervised to weakly supervised approaches, given the huge effort required in supervision. While the book tries to provide an overview of the work in this area, it does not claim to be an exhaustive review of every possible paper in a very fast-developing area of research. Rather, it focuses on a set of specific research directions in learning re-identification models with limited supervision. In order to highlight some of the research trends, the book identifies some specific topics of interest. These are chosen so as to lead the reader to increasingly complex ideas.

Название: Spring Boot with React and AWS: Learn to Deploy a Full Stack Spring Boot React Application to AWS
Автор: Ravi Kant Soni, Namrata Soni
Издательство: Apress
Год: 2021
Формат: PDF
Страниц: 236
Размер: 13 Mb
Язык: English

Create and deploy full-stack Spring Boot applications with React and AWS. This practical and authoritative guide teaches you the fundamentals of Amazon Web Services with no prior experience.
You will start by learning the fundamentals of AWS, including EC2, S3, IAM, and load balancer. Next, you will learn to deploy a Spring Boot REST API to AWS with Elastic Beanstalk, which will give you the ability to build and deploy a Spring Boot application. You will explore the RDS relational database and create an instance of a MySQL database in AWS with RDS.

Название: Algorithms on Trees and Graphs: With Python Code, Second Edition
Автор: Gabriel Valiente
Издательство: Springer
Год: 2021
Страниц: 392
Язык: английский
Формат: pdf (true), epub
Размер: 41.1 MB

Graph algorithms is a well-established subject in mathematics and computer science. Beyond classical application fields, like approximation, combinatorial optimization, graphics, and operations research, graph algorithms have recently attracted increased attention from computational biology, bioinformatics, and computational chemistry. This textbook introduces graph algorithms on an intuitive basis followed by a detailed exposition using structured pseudocode, with correctness proofs as well as worst-case analyses. Centered around the fundamental issue of graph isomorphism, the content goes beyond classical graph problems of shortest paths, spanning trees, flows in networks, and matchings in bipartite graphs. Advanced algorithmic results and techniques of practical relevance are presented in a coherent and consolidated way.

Название: AI Assistants
Автор: Roberto Pieraccini
Издательство: The MIT Press
Год: 2021
Страниц: 290
Язык: английский
Формат: pdf (true), epub
Размер: 10.2 MB

An accessible explanation of the technologies that enable such popular voice-interactive applications as Alexa, Siri, and Google Assistant. Have you talked to a machine lately? Asked Alexa to play a song, asked Siri to call a friend, asked Google Assistant to make a shopping list? This volume in the MIT Press Essential Knowledge series offers a nontechnical and accessible explanation of the technologies that enable these popular devices. Roberto Pieraccini, drawing on more than thirty years of experience at companies including Bell Labs, IBM, and Google, describes the developments in such fields as artificial intelligence, machine learning, speech recognition, and natural language understanding that allow us to outsource tasks to our ubiquitous virtual assistants.

Название: Learning Deep Learning: Theory and Practice of Neural Networks, Computer Vision, NLP, and Transformers using TensorFlow
Автор: Magnus Ekman
Издательство: Addison-Wesley Professional
Год: 2022
Формат: True PDF, ePUB
Страниц: 747
Размер: 10 Mb, 43 Mb
Язык: English

Learning Deep Learning is a complete guide to deep learning with TensorFlow, the #1 Python library for building these breakthrough applications. Illuminating both the core concepts and the hands-on programming techniques needed to succeed, this book is ideal for developers, data scientists, analysts, and others--including those with no prior machine learning or statistics experience.

Название: Intro to Python for Computer Science and Data Science: Learning to Program with AI, Big Data and The Cloud, Global Edition
Автор: Paul Deitel, Harvey Deitel
Издательство: Pearson
Год: 2022
Формат: PDF
Страниц: 882
Размер: 49,2 Mb
Язык: English

A groundbreaking, flexible approach to computer science anddata science The Deitels' Introduction to Python for ComputerScience and Data Science: Learning to Program with AI, Big Data and the Cloudoffers a unique approach to teaching introductory Python programming,appropriate for both computer-science and data-science audiences. Providing themost current coverage of topics and applications, the book is paired withextensive traditional supplements as well as Jupyter Notebooks supplements.Real-world datasets and artificial-intelligence technologies allow students towork on projects making a difference in business, industry, government andacademia. Hundreds of examples, exercises, projects (EEPs) and implementationcase studies give students an engaging, challenging and entertainingintroduction to Python programming and hands-on data science.