AI (7)

Artificial intelligence

Kaggle SETI Breakthrough Listen challenge

I achieved my second Kaggle gold medal (and my first solo) in the SETI Breakthrough Listen challenge. Fascinating competition using AI to process radio telescope signals. Mini write-up here https://kaggle.com/c/seti-breakthrough-listen/discussion/266460

Continue reading...

How convolutional neural networks work

Interested in how these "deep learning" systems appearing in your echo/CMR/CT software actually work? Our review in @Heart_BMJ explains what's going on "under the hood" in neural networks, with a focus on medical imaging: https://heart.bmj.com/content/early/2021/07/23/heartjnl-2020-318686

Continue reading...

Echocardiography AI

Our AI collaborative's first paper is out in @circimaging! We trained an AI to perform measurements of parasternal long axis #echofirst images, using expert opinions from cardiologists and physiologists from 17 hospitals across the UK. But hasn't this been done before? Well, yes... but not…

Continue reading...

Cardiac MRI

We investigated whether deep learning of the sequences acquired in the first minutes of a scan could provide an early alert of abnormal features. It does this by segmenting out slices of the heart acquired at the start of a scan, and using these to…

Continue reading...

Deepfake detection challenge

Ecstatic to say our 2-man team ended up finishing 5th in Kaggle's and Facebook's DeepFake Detection Challenge! It was my first AI competition, and the $40,000 prize was a wonderful surprise!

Continue reading...