William Clemensindida Machine LearningA brief introduction to Metric LearningThis blog post gives a brief introduction to metric learning. It explains common distance measures and loss functions such as triplet loss.Sep 28, 2022Sep 28, 2022
William Clemensindida Machine LearningPretraining for Remote SensingI describe pretraining tasks to get good “starting” weights before you train on your actual labelled satellite / aerial images.May 27, 2020May 27, 2020
William Clemensindida Machine LearningHow to recognise objects in videos with PyTorchHere I will walk you through streaming a YouTube video into Python and then applying a pre-trained PyTorch model to it to detect objects.Mar 27, 2020Mar 27, 2020
William Clemensindida Machine LearningDetecting clouds in satellite images using convolutional neural networksHere I present how we approached the problem of detecting clouds in satellite data and the machine learning approach we used.Nov 11, 20191Nov 11, 20191