How to avoid machine learning pitfalls: a guide for academic researchers

How to avoid machine learning pitfalls: a guide for academic researchers

5 August 2021

Papers citing "How to avoid machine learning pitfalls: a guide for academic researchers"

12 / 12 papers shown

Title
Estimating Model Performance Under Covariate Shift Without Labels Jakub Bialek W. Kuberski Nikolaos Perrakis Albert Bifet 31 2 0 16 Jan 2024
Towards a User Privacy-Aware Mobile Gaming App Installation Prediction Model Ido Zehori Nevo Itzhak Yuval Shahar Mia Dor Schiller 11 0 0 07 Feb 2023
What are the Machine Learning best practices reported by practitioners on Stack Exchange? Anamaria Mojica-Hanke A. Bayona Mario Linares-Vásquez Steffen Herbold Fabio A. González HAI 19 6 0 25 Jan 2023
Operationalizing Machine Learning: An Interview Study Shreya Shankar Rolando Garcia J. M. Hellerstein Aditya G. Parameswaran 65 51 0 16 Sep 2022
Leakage and the Reproducibility Crisis in ML-based Science Sayash Kapoor Arvind Narayanan 25 177 0 14 Jul 2022
Forecast Evaluation for Data Scientists: Common Pitfalls and Best Practices Hansika Hewamalage Klaus Ackermann Christoph Bergmeir AI4TS 65 87 0 21 Mar 2022
Small data problems in political research: a critical replication study Hugo De Vos Suzan Verberne 22 2 0 27 Sep 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 79 448 0 13 Jul 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,428 0 04 Jan 2021
A Survey on Evolutionary Neural Architecture Search Yuqiao Liu Y. Sun Bing Xue Mengjie Zhang Gary G. Yen Kay Chen Tan 112 404 0 25 Aug 2020
MLJ: A Julia package for composable machine learning Anthony D. Blaom Franz J. Király Thibaut Lienart Yiannis Simillides Diego Arenas Sebastian J. Vollmer VLM 48 56 0 23 Jul 2020
Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning S. Raschka 75 764 0 13 Nov 2018