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Bridging LLMs and databases. Lessons learned in production
Speaker: Mateusz Hordyński
Technical Leader
Prepare to dive into the exciting world of Large Language Models (LLMs) and structured data sources. In this session, we'll shed light on how to link LLMs to relational databases. Through exploration of case studies, you'll understand the benefits, the obstacles, and what's on the horizon for integrating LLMs and structured data.
Last but not least we'll briefly introduce our very own open-source library - https://db-ally.deepsense.ai/ - an efficient, secure and reliable tool for querying structured datasources with natural language.
00:00 Introduction
00:29 Intro to text2sql
05:07 Lesson 1: Security
08:11 Lesson 2: Semantic Search
13:45 Lesson 3: Accuracy
20:08 Query Templates
26:25 Our open-source lib db-ally
Check our website: https://deepsense.ai/
Linkedin: https://www.linkedin.com/company/deepsense-ai
Facebook: https://www.facebook.com/deepsenseai/
Subscribe to our newsletter: https://deepsense.ai/newsletter/
#largelanguagemodels #databases #sqltips #llms #structureddata
Видео Bridging LLMs and databases. Lessons learned in production канала deepsense
Technical Leader
Prepare to dive into the exciting world of Large Language Models (LLMs) and structured data sources. In this session, we'll shed light on how to link LLMs to relational databases. Through exploration of case studies, you'll understand the benefits, the obstacles, and what's on the horizon for integrating LLMs and structured data.
Last but not least we'll briefly introduce our very own open-source library - https://db-ally.deepsense.ai/ - an efficient, secure and reliable tool for querying structured datasources with natural language.
00:00 Introduction
00:29 Intro to text2sql
05:07 Lesson 1: Security
08:11 Lesson 2: Semantic Search
13:45 Lesson 3: Accuracy
20:08 Query Templates
26:25 Our open-source lib db-ally
Check our website: https://deepsense.ai/
Linkedin: https://www.linkedin.com/company/deepsense-ai
Facebook: https://www.facebook.com/deepsenseai/
Subscribe to our newsletter: https://deepsense.ai/newsletter/
#largelanguagemodels #databases #sqltips #llms #structureddata
Видео Bridging LLMs and databases. Lessons learned in production канала deepsense
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7 мая 2024 г. 15:24:16
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