Ultimate Snowflake Cortex AI for Generative AI Applications : Design, Build, and Deploy Generative AI Solutions with Snowflake Cortex for Real-World and Industry-Scale Applications (English Edition).

Format:

Book

Author/Creator:

Srinivasan, Krishnan.

Language:

English

Subjects (All):

Artificial intelligence.

Machine learning.

Physical Description:

1 online resource (248 pages)

Edition:

1st ed.

Place of Publication:

Delhi : Orange Education PVT Ltd, 2025.

Summary:

Snowflake Cortex is redefining how modern enterprises build, scale, and deploy Generative AI--natively within the data cloud. Ultimate Snowflake Cortex AI for Generative AI Applications is a hands-on, end-to-end guide designed for data professionals, engineers, and technical leaders eager to unlock the full power of Snowflake's native AI engine. The book begins by grounding you in the fundamentals of AI/ML within the Snowflake ecosystem before diving deep into the architecture, capabilities, and use cases of Snowflake Cortex. As you progress, you'll explore Cortex's built-in machine learning functions, dive into prompt engineering, Retrieval-Augmented Generation (RAG), and learn how to leverage LLM functions effectively. You'll gain hands-on experience in fine-tuning models, translating natural language queries into actionable insights, and automating document processing using Cortex's Document AI. Practical chapters on security, governance, and cost discipline ensure you're prepared for enterprise-scale AI deployment. With real-world case studies and cross-industry applications, this book equips you with both the strategic understanding and technical skills to implement Generative AI at scale. Cortex is the future of enterprise AI--don't just adapt to it, lead it.

Contents:

Cover Page

Title Page

Copyright Page

Dedication Page

About the Author

About the Technical Reviewer

Acknowledgements

Preface

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Errata

Table of Contents

1. Introduction to AI/ML in the Snowflake Ecosystem

Introduction

Structure

The AI Revolution

The Impact of AI across Industries

The Rise of Generative AI

Understanding the Working Principles of the Generative AI

The Impact and Potential of Generative AI

Overview of Snowflake as a Cloud Data Platform

Data Science in Snowflake

Getting Started with Snowflake

Understanding the Snowflake Interface

Loading Data into Snowflake

Snowflake Cortex Overview

A Brief Overview of Snowpark ML: Empowering Data-Driven ML in Snowflake

Snowpark: Bringing Computation Closer to Your Data

Exploring Snowpark’s Capabilities

How Snowpark Works

Machine Learning in the Data Cloud Generated by AI.

Notes:

Description based on publisher supplied metadata and other sources.

Part of the metadata in this record was created by AI, based on the text of the resource.

ISBN:

93-498-8870-X

93-498-8851-3

OCLC:

1525621611