Deploying AI Models: From Research to Real-World Applications (Paperback) (ISBN-13: 9798310661011)

Artificial intelligence is transforming industries, but building an AI model is only half the battle. The real challenge lies in deploying, scaling, and maintaining AI models in real-world applications. Deploying AI Models: From Research to Real-World Applications is a step-by-step guide that helps you transition AI models from the research phase to production-ready systems.

This book, the 13th installment in the AI from Scratch series, focuses on practical AI deployment strategies-from cloud and edge deployment to on-premises solutions, API integration, and MLOps automation. You'll explore how to optimize model performance, manage data pipelines, monitor AI systems, and ensure security and compliance.

Whether you are a machine learning engineer, data scientist, software developer, or AI enthusiast, this book provides the technical insights and real-world case studies needed to successfully deploy AI models at scale.

What You'll Learn

• AI Model Lifecycle - Understand the transition from research to production
• Cloud Deployment - Deploy AI models on AWS SageMaker, Google Vertex AI, and Azure ML
• Edge AI Deployment - Optimize and run AI models on mobile and IoT devices
• On-Premises AI Deployment - Deploy AI using Kubernetes, Docker, and private servers
• MLOps & Automation - Implement CI/CD pipelines for continuous model updates
• Monitoring & Maintenance - Detect model drift, optimize performance, and retrain models
• Security & Ethics - Address privacy concerns, AI bias, and compliance regulations
• Industry Case Studies - Learn from AI deployment in healthcare, finance, e-commerce, and more

Who Should Read This Book?

• AI Practitioners & Researchers - Learn how to take AI models beyond research
• Machine Learning Engineers & Data Scientists - Master AI deployment best practices
• Software Developers - Integrate AI models into applications via APIs and microservices
• Business Leaders & AI Strategists - Understand how to implement scalable AI solutions

Why This Book?

• Hands-On Approach - Practical examples and deployment scripts
• Comprehensive Coverage - Cloud, edge, on-premises, APIs, and MLOps in one book
• Real-World Case Studies - Learn from successful AI deployments across industries
• Future-Proof Your Skills - Stay ahead with the latest AI deployment trends

By the end of this book, you will be fully equipped to deploy AI models efficiently and at scale-ensuring that your AI solutions deliver real-world impact.

Turn your AI models into powerful, production-ready applications today!

Author: Gilbert Gutiérrez
ISBN-13: 9798310661011
Publisher: Independently Published
Language: English
Published: 02/13/2025
Pages: 328
Format: Paperback
Weight: 1.68lbs
Size: 11.00h x 8.50w x 0.69d