Название: Bayesian Optimization in Action (MEAP v7)
Автор: Quan Nguyen
Издательство: Manning Publications
Год: 2023
Страниц: 380
Язык: английский
Формат: pdf, epub
Размер: 26.7 MB

Apply advanced techniques for optimizing Machine Learning processes. Bayesian optimization helps pinpoint the best configuration for your Machine Learning models with speed and accuracy. Throughout this book, we will see a lot of illustrations, plots, and of course, code, which will help make whichever the topic currently being discussed more straightforward and concrete. You will learn how each component of Bayesian optimization works on a high level and how to implement them using state-of-the-art libraries in Python. Another hope of mine for the accompanying code is that it would help you hit the ground running with your own projects, as the Bayesian optimization framework is very general and "plug-and-play." The exercises are also helpful in this regard.

Название: Evolutionary Deep Learning: Genetic algorithms and neural networks (MEAP v11)
Автор: Micheal Lanham
Издательство: Manning Publications
Год: 2023
Страниц: 436
Язык: английский
Формат: pdf, epub
Размер: 24.7 MB

Discover one-of-a-kind AI strategies never before seen outside of academic papers! Learn how the principles of evolutionary computation overcome deep learning’s common pitfalls and deliver adaptable model upgrades without constant manual adjustment. Evolutionary Deep Learning is a guide to improving your Deep Learning models with AutoML enhancements based on the principles of biological evolution. This exciting new approach utilizes lesser- known AI approaches to boost performance without hours of data annotation or model hyperparameter tuning. To enjoy this book, it is recommended you have some exposure working with and understanding how a Deep Learning framework like Keras or PyTorch function. While you don’t have to be an expert you should be comfortable enough identifying the key components of a Deep Learning system and how they function. If you understand at a high level the mathematical concepts that power deep learning you should also be fine learning new evolutionary methods. Since this is a hands-on book it is also recommended you have experience running Python code as a data scientist or Machine Learning engineer.

Название: Haskell Bookcamp (MEAP v6)
Автор: Philipp Hagenlocher
Издательство: Manning Publications
Год: 2023
Страниц: 236
Язык: английский
Формат: pdf, epub
Размер: 23.1 MB

Learn Haskell by doing Haskell projects! In this book, you’ll get practical experience writing Haskell code and applying functional programming to actual development challenges. Haskell delivers clean and safe code with mathematical precision and certainty. The pure functional coding language lets you use high level abstractions to keep your code clean and easily readable, and it actively disallows many of the dangerous behaviors that lead to bugs and crashes. These features make Haskell an amazing choice for applications that need an extra guarantee of safety, such such as in smart contracts, data intensive applications, and large scale distributed systems. Haskell is unique in many ways and generally helps us as developers to write safer and cleaner code that can more easily be checked against specifications and be more thoroughly tested, making the language a popular choice when programs are simply not allowed to crash! In this book we cover Haskell and many of its concepts from a real world perspective.

Название: Machine Learning Algorithms and Applications in Engineering
Автор: Prasenjit Chatterjee, Morteza Yazdani, Francisco Fernandez-Navarro
Издательство: CRC Press
Год: 2023
Страниц: 339
Язык: английский
Формат: pdf (true)
Размер: 22.2 MB

Machine Learning (ML) is a subfield of Artificial Intelligence (AI) that uses soft computing and algorithms to enable computers to learn on their own and identify patterns in observed data, build models that explain the world, and predict things without having explicit pre-programmed rules and models. This book discusses various applications of ML in engineering fields and the use of ML algorithms in solving challenging engineering problems ranging from biomedical, transport, supply chain and logistics, to manufacturing and industrial. Through numerous case studies, it will assist researchers and practitioners in selecting the correct options and strategies for managing organizational tasks.

Название: Artificial Intelligence for Health 4.0: Challenges and Applications
Автор: Rishabha Malviya, Naveen Chilamkurti, Sonali Sundram
Издательство: River Publishers
Год: 2022
Страниц: 431
Язык: английский
Формат: pdf (true)
Размер: 15.0 MB

Healthcare is one of the major success stories of our times. Medical science has improved rapidly, raising life expectancy around the world. However, as longevity increases, healthcare systems face growing demands for their services, rising costs, and a workforce that is struggling to meet the needs of its patients. Healthcare is one of the most critical sectors in the broader landscape of big data because of its fundamental role in a productive, thriving society. Building on automation, Artificial Intelligence (AI) has the potential to revolutionize healthcare and help address some of the challenges set out above. The application of AI to healthcare data can literally be a matter of life and death. AI is no single technology; however, it is a collection of various technologies whole together. Although most of the technologies have a significant and rel­evant role in the healthcare sector, the precise tasks and processes they sup­port vary in nature. Therefore, we are choosing the specific AI technologies that are of great importance to the healthcare domain. One type of AI is machine learning. Additionally, it is a statistical tactic to learn through exercising the data model, and the connection between AI, Deep Learning, and learning related to the machine is used to describe how computers learn.

Название: Quantum Computing and Other Transformative Technologies
Автор: Ahmed Banafa
Издательство: River Publishers
Год: 2023
Страниц: 260
Язык: английский
Формат: pdf (true)
Размер: 19.7 MB

This book explores quantum computing as a transformative technology and its applications in communications, cryptography, teleportation, IoT, AI, and blockchain, in addition to the revolutionary concept of quantum internet. It also explains the concept of dark, small, thick data, and clarifies the concept of a data lake. Other exciting technologies like edge/fog computing, CDN, SDN, wearable technology and IoE topics are discussed in detail in the book. Information security applications like zero trust model, zero-day vulnerability and heuristic analysis, and use of AI in cybersecurity are explored. Two of the most intriguing concepts in computing, “affective computing” and “autonomic computing”, are explained and simplified. The blockchain applications presented include blockchain and supply chain, crowdsourcing, cryptocurrency, and IoT.

Название: IBM Software Systems Integration: With IBM MQ Series for JMS, IBM FileNet Case Manager, and IBM Business Automation Workflow
Автор: Alan S. Bluck
Издательство: Apress
Год: 2023
Страниц: 1285
Язык: английский
Формат: pdf (true)
Размер: 62.9 MB

Examine the working details for real-world Java programs used for system integration with IBM Software, applying various API libraries (as used by Banking and Insurance companies). This book includes the step-by-step procedure to use the IBM FileNet Case Manager 5.3.3 Case Builder solution and the similar IBM System, IBM Business Automation Workflow to create an Audit System. You'll learn how to implement the workflow with a client Java Message Service (JMS) Java method developed with Workflow Custom Operations System Step components. Using IBM Cognos Analytics Version 11.2, you'll be able to create new views for IBM Case Manager Analytics for custom time dimensions. The book also explains the SQL code and procedures required to create example Online Analytical Processing (OLAP) cubes with multi-level time dimensions for IBM Case Manager analytics. I will demonstrate a Java program process which will maintain an exact replication of the original Object Store ID Documents and their containing folder structure. Unlike the standard replication discussed in the preceding link, the Java Replication program covered in this chapter is designed to even copy the unique GUIDs of the original IBM FileNet Content Object Store Objects (including Documents, Folders, and Property objects).

Название: Selenium Python
Автор: Павел Хошев
Издательство: Stepik
Год: 2022
Формат: PDF
Страниц: 85
Размер: 2 Mb
Язык: Русский

Selenium - это швейцарский нож в руках программиста. С помощью Selenium и Python можно с лёгкостью автоматизировать любой сценарий в вашем браузере. От автоматического сбора нужной информации, до мониторинга определённых событий на сайте. Selenium позволяет работать с множеством вкладок и окон браузера выполняя заданный сценарий. Этот курс является одним из модулей моего второго курса "WEB Парсинг на Python"

Название: Graph Neural Networks in Action (MEAP v5)
Автор: Keita Broadwater
Издательство: Manning Publications
Год: 2022
Страниц: 257
Язык: английский
Формат: pdf, epub
Размер: 38.6 MB

A hands-on guide to powerful graph-based Deep Learning models! Learn how to build cutting-edge graph neural networks for recommendation engines, molecular modeling, and more. In Graph Neural Networks in Action you’ll create Deep Learning models that are perfect for working with interconnected graph data. Start with a comprehensive introduction to graph data’s unique properties. Then, dive straight into building real-world models, including GNNs that can generate node embeddings from a social network, recommend eCommerce products, and draw insights from social sites. This comprehensive guide contains coverage of the essential GNN libraries, including PyTorch Geometric, DeepGraph Library, and Alibaba’s GraphScope for training at scale. For Python programmers familiar with Machine Learning and the basics of Deep Learning.

Название: Python for Control Engineering
Автор: Hans-Petter Halvorsen
Издательство: Independently published
Год: April 25, 2022
Страниц: 284
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

This is a textbook in Python Programming with lots of Practical Examples and Exercises. You will learn the necessary foundation for basic programming with focus on Python. Python is a popular programming language, and it is one of the most used programming languages today. Python works on all the main platforms and operating systems used today, such Windows, macOS, and Linux. Python is a multi-purpose programming language, which can be use for simulation, creating web pages, communicate with database systems, etc.