Название: Application of Soft Computing, Machine Learning, Deep Learning and Optimizations in Geoengineering
Автор: Wengang Zhang, Yanmei Zhang, Xin Gu
Издательство: Springer
Год: 2022
Страниц: 143
Язык: английский
Формат: pdf (true), epub
Размер: 50.2 MB

This book summarizes the application of soft computing techniques, Machine Learning approaches, Deep Learning algorithms and optimization techniques in geoengineering including tunnelling, excavation, pipelines, etc. and geoscience including the geohazards, rock and soil properties, etc. The book features state-of-the-art studies on use of SC, ML, DL and optimizations in Geoengineering and Geoscience. Considering these points and understanding, this book will be compiled with highly focussed chapters that will discuss the application of SC, ML, DL and optimizations in Geoengineering and Geoscience.

Название: Data Analytics for the Social Sciences: Applications in R
Автор: G. David Garson
Издательство: Routledge
Год: 2022
Страниц: 705
Язык: английский
Формат: pdf (true)
Размер: 23.9 MB

Data Analytics for the Social Sciences is an introductory, graduate-level treatment of data analytics for social science. It features applications in the R language, arguably the fastest growing and leading statistical tool for researchers. The book starts with an ethics chapter on the uses and potential abuses of data analytics. Chapters 2 and 3 show how to implement a broad range of statistical procedures in R. Chapters 4 and 5 deal with regression and classification trees and with random forests.

Название: Starting Out with Python, 5th Edition, Global Edition
Автор: Tony Gaddis
Издательство: Pearson
Год: 2022
Формат: PDF
Страниц: 895
Размер: 25,4 Mb
Язык: English

For courses in Python programming.
A clear and student-friendly introduction to the fundamentals of Python
In Starting Out with Python, 4th Edition, Tony Gaddis’ accessible coverage introduces students to the basics of programming in a high-level language. Python, an easy-to-learn and increasingly popular object-oriented language, allows readers to become comfortable with the fundamentals of programming without the troublesome syntax that can be challenging for novices. With the knowledge acquired using Python, students gain confidence in their skills and learn to recognise the logic behind developing high-quality programs.

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.