AI-Driven Software Engineering: Harnessing Machine Learning for Smarter Development and Automation - Softcover

Veeramachaneni, Vinod

 
9783659940606: AI-Driven Software Engineering: Harnessing Machine Learning for Smarter Development and Automation
Softcover
ISBN 10: 3659940607 ISBN 13: 9783659940606
Publisher: LAP Lambert Academic Publishing, 2024

Synopsis

AI-Driven Software Engineering: Harnessing Machine Learning for Smarter Development and Automation explores the transformative role of AI in modern software engineering. It begins by introducing AI's impact on software development, detailing its integration into the Software Development Lifecycle (SDLC) for enhancing requirements gathering, design, coding, and refactoring. Machine learning models and their applications in software engineering, including predictive analysis, testing automation, and bug detection, are covered extensively. The book delves into AI's contributions to project management, from resource allocation to risk mitigation, and its automation of DevOps workflows through intelligent CI/CD pipelines and self-healing infrastructure. It also highlights Natural Language Processing (NLP) applications, like automating code documentation and analyzing requirements. Ethical challenges, such as bias and privacy, are addressed alongside AI's role in software maintenance and future trends like quantum computing integration. With practical tools, case studies, and a forward-looking approach, this book is a comprehensive guide to AI-driven software engineering.

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Publisher
LAP Lambert Academic Publishing
Publication date
2024
Language
English
ISBN 10 
3659940607
ISBN 13 
9783659940606
Binding
Paperback
Number of pages
128