Towards Automated Machine Learning: Evaluation and Comparison of AutoML
Approaches and Tools

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools

15 August 2019

Jeremy Goodsitt

Keegan E. Hines

Papers citing "Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools"

12 / 12 papers shown

Title
EDCA - An Evolutionary Data-Centric AutoML Framework for Efficient Pipelines Joana Simões João Correia 251 0 0 06 Mar 2025
A knowledge-driven AutoML architecture C. Cofaru Johan Loeckx 34 0 0 28 Nov 2023
Addressing UX Practitioners' Challenges in Designing ML Applications: an Interactive Machine Learning Approach K. J. Kevin Feng David W. McDonald HAI 28 11 0 23 Feb 2023
An Empirical Study on the Usage of Automated Machine Learning Tools Forough Majidi Moses Openja Foutse Khomh Heng Li 50 14 0 28 Aug 2022
AMLB: an AutoML Benchmark Pieter Gijsbers Marcos L. P. Bueno Stefan Coors E. LeDell Sébastien Poirier Janek Thomas B. Bischl Joaquin Vanschoren 40 53 0 25 Jul 2022
Automated machine learning: AI-driven decision making in business analytics Marc Schmitt 14 63 0 21 May 2022
Benchmarking Multimodal AutoML for Tabular Data with Text Fields Xingjian Shi Jonas W. Mueller Nick Erickson Mu Li Alexander J. Smola LMTD 48 29 0 04 Nov 2021
Automated Machine Learning Techniques for Data Streams Alexandru-Ionut Imbrea AIFin AI4TS 22 8 0 14 Jun 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 30 16 0 23 Dec 2020
AIPerf: Automated machine learning as an AI-HPC benchmark Zhixiang Ren Yongheng Liu Tianhui Shi Lei Xie Yue Zhou Jidong Zhai Youhui Zhang Yunquan Zhang Wenguang Chen 27 22 0 17 Aug 2020
Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation Rasool Fakoor Jonas W. Mueller Nick Erickson Pratik Chaudhari Alex Smola 26 54 0 25 Jun 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,331 0 05 Nov 2016