🎟️ the 2025 edition on 27 May: https://aiheroes.it/2025/tickets/
⏩ Chapter:
00:00 Intro
08:10 What’s in it for me?
09:06 Data Access - privacy and Security
11:05 LLM-Based Text-to-SQL Solution: In-Context Learning
13:04 Retrieval - Database Schema
16:14 Retrieval - Categorical Text Values
18:57 Generation - Chain of Thought (CoT)
20:27 Generation - Sub-Query Decomposition
21:41 Correction - Database Modifications
23:48 Results
24:15 Challenges
28:01 Text-to-SQL in Action
In modern data-driven organizations, the ability to quickly access and analyze data is key to making informed decisions. However, querying databases often requires specialized SQL skills, which limits access to technical teams and increases the development cycle for data insights. In this talk, we will explore how Text-to-SQL technologies can dramatically enhance team productivity by shortening query development time. In this talk, I will share practical ways to implement Text-to-SQL for your own database, starting with the basics and improving results using prompt engineering techniques and database structure representation. By democratizing data access and improving cross-functional collaboration, Text-to-SQL can reduce bottlenecks, speed up decision-making, and enhance overall organizational efficiency.
🎤 SIVAN BIHAM, Machine Learning Researcher
📍AI Heroes is the Italian Artificial Intelligence Conference for Developers, Engineers, Data Scientists & Product Managers.
- The New Workflow to Shape the Future of Business
- AI in the Next Generation Workforce
- Key Technologies, Applications and Trends
ℹ️ inform: https://aiheroes.it/
✅ Tweet: https://twitter.com/AIHeroes_it
✅ Connect: https://www.linkedin.com/showcase/aiheroes-it/
✅ Read: https://t.me/aiheroes
#LLMBasedTextToSQL #DataAccess #PromptEngineering #SQLSkills #AIDrivenInsights #DataDemocratization #MachineLearning #AIHeroes2025 #TechInnovation #InContextLearning