What you need to know about Generative AI and Data Management?
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The document discusses a range of topics related to data management, including opportunities and challenges associated with hybrid/multi-cloud security, governance, and the integration of AI/ML technologies for enhanced data cataloging and analytics. It covers tools for data discovery, semantic modeling, and query optimization, along with insights on generative AI applications for financial institutions. Additionally, it presents various prompts for visualizing the impact of generative AI and large language models on productivity and user experience.
What you need to know about Generative AI and Data Management?
- 2. Midjourney Prompt: Opportunities Midjourney Prompt: Challenges OPPORTUNITIES CHALLENGES
- 5. Hybrid/ Multi-Cloud Security & Governance Al/ML Recommendations Query Optimization & Acceleration Advanced Semantics Data Catalog Discover / Explore / Document BI Tools SQL / MDX Data Science Tools Data as a Service RESTful / OData GraphQL/ GeoJSON Files Cubes Data Lake & NoSQL Cloud Stores Traditional DB & DW Files INTEGRATE MANAGE DELIVER Disparate data in any location, format or latency Related data with a universal semantic model and AI / ML functionality enabling vital data governance And democratize data using BI & data science tools, data catalogs, and APIs
- 9. BCG: A Generative AI Roadmap for Financial Institutions https://www.bcg.com/publications/2023/a-genai-roadmap-for-fis
- 10. • • • • • • • • • • Midjourney Prompt: “Using a focusing lens to find treasure and opportunities”
- 11. SQL Drag and Drag Query Natural Language
- 12. User supplied prompt with query in natural language AI-generated SQL query AI generated explanation of the query Results from query execution in Denodo
- 16. Midjourney Prompt: “a Father and his son who are sitting closely looking at a computer screen excited and amazed to discover the power of Generative AI for the first time! ”
- 17. • • • • • • Midjourney Prompt: “GenAI robot scratching his head and struggling to answer difficult questions”
- 20. Midjourney Prompt: “a Father and his son who are sitting closely looking at a computer screen excited and amazed to discover the power of Generative AI for the first time! ”
- 22. Large Language Model AI Agent PLATFORM LOGICAL DATA FABRIC SOURCES Traditional DB & DW 150+ data adapters Cloud Stores Hadoop & NoSQL OLAP Files Apps Streaming SaaS Semantic Layer Security/ Governance Query Optimization DATA VIRTUALIZATION LLM Orchestration Vector Database
- 23. • • • • • • • Midjourney Prompt: “Key Take-aways”