Q: Hi, Can we direct upload CSV files and perform statistical analysis by asking Copilot advanced mathematical ...
operations, statistics and algorithms? How advanced is Copilot in data analysis from a mathematical perspective?
Q: How advanced is Copilot in data analysis from a mathematical perspective?
A: (1) We employ LLMs to generate Python programs. Theoretically, you can craft a prompt directing the AI to apply specific algorithms using Pandas. However, crafting such prompts requires the user to have data science knowledge, and it might be more efficient to directly use a Jupyter notebook. Conduit was designed with business professionals in mind. Still, there is a potential application to consider: imagine developing a solution for a financial firm where you want to use LLMs for business ad-hoc reporting. You could then design system prompts that instruct the AI on specific actions, such as "if User requests a forecast then use linear regression where step1 is...".
(2) Another option is to integrate your models with Conduit through Workflows. Simply host your model and provide an HTTP API for access.