Скачать или смотреть Autonomous Data Science Orchestrator — An Agent-Driven Intelligence Engine for End-to-End ML

Autonomous Data Science Orchestrator — An Agent-Driven Intelligence Engine for End-to-End Machine Learning and Insight Generation

Autonomous Data Science Orchestrator is an agentic, end-to-end data science automation platform designed to transform raw datasets into validated insights and deployable modeling outcomes with minimal manual effort. It operates as a coordinated multi-agent system—data inspector, quality auditor, strategy architect, ML engineer, and simulation/insight analyst—where each agent executes a specialized phase (data ingestion from CSV/Excel/SQL, rigorous EDA and anomaly detection, target recommendation, task routing into supervised learning, deep learning, clustering, or association rules, and automated code generation with safe execution and error-aware preprocessing). By combining structured decision logic with LLM-driven orchestration, the system reduces time-to-insight, prevents common pipeline failures (encoding, missingness, leakage risks), and produces interpretable outputs such as feature importance, clustering projections, and actionable business recommendations. It is suitable for enterprise analytics, customer intelligence, risk and fraud analysis, operations optimization, and rapid experimentation across diverse tabular data scenarios—especially when teams need a consistent, auditable workflow that scales beyond one-off notebooks. Designed and created by Dr. Volkan OBAN, this platform emphasizes professional-grade robustness, explainability, and autonomous execution, positioning it as a practical foundation for modern agent-driven analytics and decision support.

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