MLOps.community Talk to Your Data: The SQL Data Analyst
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Feb 28, 2025 
Paul van der Boor, VP AI at Prosus Group, and Donné Stevenson, Machine Learning Engineer, dive into the fascinating world of the Token Data Analyst agent. They discuss the agent’s seamless integration into production, overcoming challenges like LLM overconfidence and query accuracy. The duo explores the importance of modular architecture for enhanced interaction and the hurdles of SQL queries amidst unclear definitions. Their insights into structured reasoning models promise a brighter future for data analysis, making complex tasks more efficient and accurate.
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Increased Data Usage
- Connecting the Token Data Analyst to specific datasets significantly increases their usage.
- This leads to more insights because access is no longer limited by human data analysts.
BADHU Program
- iFood created a program called "BADHU" (Business Analyst Data Heavy Users).
- This program gives specific employees access to tools and data for better decision-making.
Overconfidence of LLMs
- LLMs are prone to overconfidence, answering even when lacking information.
- A "pre-check" step was introduced to verify if sufficient information exists before answering.