no code implementations • 22 Jun 2023 • David Jacob Kedziora, Anna Musiał, Wojciech Rudno-Rudziński, Bogdan Gabrys
Novel methods for rapidly estimating single-photon source (SPS) quality have been promoted in recent literature to address the expensive and time-consuming nature of experimental validation via intensity interferometry.
no code implementations • 8 Nov 2022 • Alexander Scriven, David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys
With most technical fields, there exists a delay between fundamental academic research and practical industrial uptake.
1 code implementation • 8 Aug 2022 • David Jacob Kedziora, Tien-Dung Nguyen, Katarzyna Musial, Bogdan Gabrys
The automated machine learning (AutoML) process can require searching through complex configuration spaces of not only machine learning (ML) components and their hyperparameters but also ways of composing them together, i. e. forming ML pipelines.
no code implementations • 9 May 2022 • Thanh Tung Khuat, David Jacob Kedziora, Bogdan Gabrys
As automated machine learning (AutoML) systems continue to progress in both sophistication and performance, it becomes important to understand the `how' and `why' of human-computer interaction (HCI) within these frameworks, both current and expected.
1 code implementation • 16 Dec 2021 • Xuanyi Dong, David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys
That stated, NAS is not the be-all and end-all of AutoDL.
2 code implementations • 1 May 2021 • Tien-Dung Nguyen, David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys
Machine learning (ML) pipeline composition and optimisation have been studied to seek multi-stage ML models, i. e. preprocessor-inclusive, that are both valid and well-performing.
2 code implementations • 23 Dec 2020 • David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys
Over the last decade, the long-running endeavour to automate high-level processes in machine learning (ML) has risen to mainstream prominence, stimulated by advances in optimisation techniques and their impact on selecting ML models/algorithms.