Automating Data Science: Prospects and Challenges

Automating Data Science: Prospects and Challenges

12 May 2021

José Hernández-Orallo

Holger H. Hoos

Papers citing "Automating Data Science: Prospects and Challenges"

11 / 11 papers shown

Title
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 51 3 0 11 Nov 2024
A Survey of Pipeline Tools for Data Engineering Anthony Mbata Yaji Sripada Mingjun Zhong 22 3 0 12 Jun 2024
Position: A Call to Action for a Human-Centered AutoML Paradigm Marius Lindauer Florian Karl A. Klier Julia Moosbauer Alexander Tornede Andreas Mueller Frank Hutter Matthias Feurer Bernd Bischl 43 6 0 05 Jun 2024
Data Interpreter: An LLM Agent For Data Science Sirui Hong Yizhang Lin Bang Liu Bangbang Liu Binhao Wu ... Xinbing Liang Yaying Fei Yuheng Cheng Zongze Xu Chenglin Wu LLMAG AI4CE 59 64 0 28 Feb 2024
DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning Siyuan Guo Cheng Deng Ying Wen Hechang Chen Yi-Ju Chang Jun Wang ELM LM&Ro LLMAG AI4CE 42 30 0 27 Feb 2024
Machine learning's own Industrial Revolution Yuan Luo Song Han Jingjing Liu AI4CE 26 0 0 04 Nov 2023
AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks Alexander Tornede Difan Deng Theresa Eimer Joseph Giovanelli Aditya Mohan ... Sarah Segel Daphne Theodorakopoulos Tanja Tornede Henning Wachsmuth Marius Lindauer 41 23 0 13 Jun 2023
Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering Noah Hollmann Samuel G. Müller Frank Hutter 45 54 0 05 May 2023
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data Work Jennifer Rogers Anamaria Crisan 40 7 0 05 Apr 2023
Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML Hilde J. P. Weerts Florian Pfisterer Matthias Feurer Katharina Eggensperger Eddie Bergman Noor H. Awad Joaquin Vanschoren Mykola Pechenizkiy B. Bischl Frank Hutter FaML 46 18 0 15 Mar 2023
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI Dakuo Wang Justin D. Weisz Michael J. Muller Parikshit Ram Werner Geyer Casey Dugan Y. Tausczik Horst Samulowitz Alexander G. Gray 178 311 0 05 Sep 2019