More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can't provide business impact.This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to drive real business change but...

Whether you're part of a small startup or a multinational corporation, this practical book shows data scientists, software and site reliability engineers, product managers, and business owners how to run and establish 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.By applying an SRE mindset to machine lear...

Are you ready to harness the transformative power of AI in finance?AI Mastery for Finance Professionals is the definitive guide for navigating the AI revolution that is reshaping the financial landscape. This book demystifies complex concepts and equips you with the knowledge and tools to leverage AI for smarter decision-making, improved risk management, and unparalleled innovation. As AI removes traditional constraints on scale, scope, and learning, it is...

Effectively forecast, manage, and control software across the entire project lifecycleAccurately size, estimate, and administer software projects with real-world guidance from an industry expert. Fully updated to cover the latest tools and techniques, Applied Software Measurement, Third Edition details how to deploy a cost-effective and pragmatic analysis strategy. You will learn how to use function points and baselines, implement benchmarks and tracking s...

Welcome to your hands-on guide to artificial intelligence for IT operations (AIOps). This book provides in-depth coverage, including operations and technical aspects. The fundamentals of machine learning (ML) and artificial intelligence (AI) that form the core of AIOps are explained as well as the implementation of multiple AIOps uses cases using ML algorithms.The book begins with an overview of AIOps, covering its relevance and benefits in the current IT operations landscape. The ...

Learn the essential tools for developing a sound service-oriented architectureSOA Modeling Patterns for Service-Oriented Discovery and Analysis introduces a universal, easy-to-use, and nimble SOA modeling language to facilitate the service identification and examination life cycle stage. This business and technological vocabulary will benefit your service development endeavors and foster organizational software asset reuse and consolidation, and reduction of expenditure.

A holistic and real-world approach to operationalizing artificial intelligence in your companyIn Operating AI, Director of Technology and Architecture at Ericsson AB, Ulrika Jägare, delivers an eye-opening new discussion of how to introduce your organization to artificial intelligence by balancing data engineering, model development, and AI operations. You'll learn the importance of embracing an AI operational mindset to successfully operate AI and lead AI...

Create AI-ready enterprise solutions with MongoDB and discover how to design intelligent architectures that transform data into innovation, efficiency, and real business valueKey FeaturesComplete guide covering GenAI to agentic AI, semantic protection to multi-agent systems25+ proven AI use cases delivering measurable impact across 6+ industries15+ real enterprise case studies from Novo Nordisk, Base 39, and morePurchase of the print o...

Agent-based modeling and simulation (ABMS), a way to simulate a large number of choices by individual actors, is one of the most exciting practical developments in business modeling since the invention of relational databases. It represents a new way to understand data and generate information that has never been available before--a way for businesses to view the future and to understand and anticipate the likely effects of their decisions on their markets and industries. It thus promises ...

Few terms have captured our imagination in recent times like "Artificial Intelligence," and it now seems that everyone "know" about AI; that everyone has an opinion. And yet, few people actually understand how the technology can be harnessed to generate commercial outcomes.Written for the modern-day business manager, this book examines Artificial Intelligence from the perspective of decision-making, because the quality of the decisions we make defines the quality of the future we c...

Most software-development groups have embarrassing records: By some accounts, more than half of all software projects are significantly late and over budget, and nearly a quarter of them are cancelled without ever being completed. Although developers recognize that unrealistic schedules, inadequate resources, and unstable requirements are often to blame for such failures, few know how to solve these problems. Fortunately, the Personal Software Process (PSP) provides a clear and proven solu...

The only MLOps guide you’ll ever need Key Features ● Acquire a comprehensive understanding of the entire MLOps lifecycle, from model development to monitoring and governance. ● Gain expertise in building efficient MLOps pipelines with the help of practical guidance with real-world examples and case studies. ● Develop advanced skills to implement scalable solutions by understanding the latest trends/tools and best practices. Book Description This book is an essential resource for profession...