OrcaAI | Devpost

Inspiration

OrcaAI enables small businesses and non-experts to transform their data into actionable insights. Simply attach your data file with a prompt, and our advanced models analyze it to deliver accurate predictions and clear, understandable explanations. With OrcaAI, cutting-edge machine learning is accessible to everyone, empowering you to make informed decisions.

What it does

OrcaAI: Bringing the power of agentic machine learning to small businesses

Our platform facilitates the connections between individuals and companies seeking to transform data into accurate predictions and clear, understandable explanations.

The user will be able to upload their respectable data sets and prompt to our platform. Based on the given prompt on what the user wants to optimize and understand, we will first, process and clean the raw data. Then our AI agent will select the correct use case (e.g., classification, regression, time series, etc.) depending on the user's prompt and the kind of data uploaded. It trains and tunes the right model automatically to suit user needs. Generates an easy-to-understand diagnostic report for easy evaluation completely based on their query/question.

How we built it

Figma for user interface Streamlight for front-end Python to create the agents and models

Challenges we ran into

One challenge we faced was fully integrating React fully into our frontend - due to time constraints and complexity. We opted to use Streamlit as a more accessible solution.