20–28 Mar 2025
Emperors Palace Hotel Casino Convention Resort
Africa/Johannesburg timezone

Enabling New Discoveries with Machine Learning

27 Mar 2025, 15:30
15m
Emperors Palace Hotel Casino Convention Resort

Emperors Palace Hotel Casino Convention Resort

64 Jones Rd, Kempton Park, Johannesburg, 1620
Talk ML & techniques Science

Speaker

Michelle Lochner (University of the Western Cape/ South African Radio Astronomy Observatory)

Description

The next generation of telescopes such as the SKA and the Vera C. Rubin Observatory will produce enormous data sets, far too large for traditional analysis techniques. Machine learning has proven invaluable in handling massive data volumes and automating many tasks traditionally done by human scientists. In this talk, I will explore the use of machine learning for automating the discovery and follow-up of interesting astronomical phenomena, both in the image and time domains. I will share an exciting recent MeerKAT discovery made with machine learning and discuss how the human-machine interface will play a critical role in maximising scientific discovery with automated tools.

Stream Science

Primary author

Michelle Lochner (University of the Western Cape/ South African Radio Astronomy Observatory)

Presentation materials

There are no materials yet.