Deploying AI Models: From Research to Real-World Applications

Name: Deploying AI Models: From Research to Real-World Applications
Brand: Independently Published
SKU: 9798310661011
Price: 2755.0 INR
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by Gilbert Gutiérrez

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ISBN13: 9798310661011
Binding: Paperback
Subject: N/A
Publisher: Independently Published
Publisher Imprint: Independently Published
Publication Date: February 13, 2025
Pages: 328
Original Price: USD 29.99
Language: English
Edition: N/A
Item Weight: 762 grams
BISAC Subject(s): Artificial Intelligence / General

About The Book

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!

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