ML and Generative AI in the Data Lakehouse: Building and Deploying AI Applications at Scale - Bennie Haelen

Descriere

n In today's race to harness generative AI, many teams struggle to integrate these advanced tools into their business systems. While platforms like GPT-4 and Google's Gemini are powerful, they aren't always tailored to specific business needs. This book offers a practical guide to building scalable, customized AI solutions using the full potential of data lakehouse architecture.n n Author Bennie Haelen covers everything from deploying ML and GenAI models in Databricks to optimizing performance with best practices. In this must-read for data professionals, you'll gain the tools to unlock the power of large language models (LLMs) by seamlessly combining data engineering and data science to create impactful solutions.n nn n- Learn to build, deploy, and monitor ML and GenAI models on a data lakehouse architecture using Databricks n- Leverage LLMs to extract deeper, actionable insights from your business data residing in lakehouses n- Discover how to integrate traditional ML and GenAI models for customized, scalable solutions n- Utilize open source models to control costs while maintaining model performance and efficiency n- Implement best practices for optimizing ML and GenAI models within the Databricks platform nn