target audience: TECH BUYER Publication date: Sep 2023 - Document type: IDC Perspective - Doc Document number: # US51184523
Harnessing the Interplay Between Data and Generative AI
Table of Contents
-
Executive Snapshot
-
Figure: Executive Snapshot: Interplay Between Data and GenAI
-
-
Situation Overview
-
Figure: Approach to Generative AI
-
Figure: Barriers to Using Generative AI
-
Data Strategy for GenAI Initiatives: Goals and Components
-
Data Architecture
-
Data Management
-
Data Architecture Decisions for GenAI Initiatives
-
Augmenting Training Data with Synthetic Samples
-
Development of Data Pipelines to Connect GenAI Models to High-Quality Data Sources
-
ETL for LLM Applications
-
Data Cleaning
-
Use of Vector Databases to Store and Retrieve Embeddings
-
RAG Architecture
-
Figure: RAG Process
-
Prompt Libraries
-
Unlocking Insights from SQL-Based Data Sources (e.g., Relational Database, Data Lakes, Data Warehouses) Using GenAI
-
Figure: Answering Questions Against SQL-Based Data Sources
-
Steps to Building an Actionable Data Strategy for GenAI Initiatives
-
Prepare a Proposal
-
Build a Team
-
Who Builds a Data Strategy?
-
Data Engineers
-
Data Scientists
-
Data Analysts
-
Business Managers
-
Prompt Engineers
-
Optimize Your Data Architecture
-
-
Advice for the Technology Buyer
-
Learn More
-
Related Research
-
Synopsis
-