Скачать или смотреть Gemini AI Concierge: Automating the Full ML Data Science Workflow (Kaggle Competition)

🔥 The Gemini Data Science Automator: A project created for the Google x Kaggle AI Agent Capstone. This Concierge Agent transforms the painful, manual process of data analysis and ML modeling into a simple, natural language conversation.

We use Google Gemini's advanced Function Calling to orchestrate complex tools, automating the entire foundational workflow:

*✅ CORE CAPABILITIES DEMONSTRATED:*
*ML Automation:* Trains and compares models (Random Forest, LogReg) on demand.
*Dynamic Visualization:* Generates and displays charts (histograms, heatmaps).
*Reporting:* Auto-generates professional HTML/PDF reports.
*Multi-Dataset Memory:* Manages and switches between multiple datasets (e.g., Titanic, Iris).

*💡 KEY CONCEPTS USED (For Judges):*
1. *Tool Use:* Orchestrating complex external libraries (SQL, ML).
2. *Custom Schemas:* Defining reliable Pydantic inputs for tools.
3. *Session Memory:* Maintaining conversational context across multi-turn analysis.
4. *CLI Automation:* Integrating with the Kaggle CLI for downloads/setup.

**🛠️ PROJECT LINKS:**Comment Below