Automating Data Science with SmartDS Framework

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This presentation introduces SmartDS, an AI-powered data science workflow designed to automate complex machine learning processes. It highlights the motivation behind SmartDS, its aims, and key contributions, alongside benchmark results and an overview of explainability. The discussion includes challenges faced by traditional ML workflows and examines existing systems like AutoML, NLP, and NAS, identifying gaps in tools such as Auto-Sklearn and TPOT. Finally, the architecture and methodology...