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.4 min read·Sep 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.4 min read·May 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.2 min read·Mar 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.8 min read·Nov 11, 2019--1--1