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AI Autonomous Data Scientist

AI Autonomous Data Scientist is a Streamlit application that turns a CSV upload and a business question into an exploratory analysis, baseline machine learning models, visual recommendations, and an executive report.

What it does

  • Upload a CSV dataset.
  • Ask a business question in natural language.
  • Profile columns, missing values, data types, and candidate targets.
  • Clean common tabular data issues.
  • Train baseline classification or regression models.
  • Compare model quality with clear metrics.
  • Generate useful charts automatically.
  • Produce a plain-English analysis report.

Quick start

python -m venv .venv
.venv\Scripts\activate
pip install -r requirements.txt
streamlit run app.py

Project status

This is a portfolio-ready prototype focused on tabular CSV workflows. It uses deterministic local analysis by default and includes an optional AI narrative layer that can be connected to an LLM provider later.