Shairoz SohailGenerating 3D Models with Deep Learning (part 1)i.e How the AI merchants of the metaverse will automatically create new stuff just for you9 min read·Feb 28, 2022--2--2
Shairoz SohailContrastive Representation Learning — A Comprehensive Guide (part 2, scoring representations)What’s in a name?9 min read·Dec 31, 2021--1--1
Shairoz SohailContrastive Representation Learning — A Comprehensive Guide (part 1, foundations)Turns out, telling things apart is a good way to understand the world21 min read·Dec 27, 2021----
Shairoz SohailinGeoAIChange Detection of Structures in Panchromatic ImageryFine-tuning a deep learning model for building footprints to be used for automatically counting new buildings in temporal panchromatic…17 min read·Feb 17, 2021--1--1
Shairoz SohailExploring Deep EmbeddingsVisualizing Pytorch Models with Tensorboard’s Embedding Viewer7 min read·Jan 2, 2021----
Shairoz SohailReading and Categorizing Scanned Documents using Deep LearningTo many people’s dismay, there is still a giant wealth of paper documents floating out there in the world. Tucked into corner drawers…6 min read·Aug 4, 2020--6--6
Shairoz SohailinGeoAIGeospatial Natural Language ProcessingHow much text and audio content have you consumed this week? Maybe you read a news article on “Flattening the Curve” and watched a Youtube…13 min read·Apr 28, 2020----
Shairoz SohailinGeoAIAI For Good — Disaster ResponseWith all the discussions about the dangers and ethics around emerging artificial intelligence technologies, we sometimes forget all the…19 min read·Jan 27, 2020----
Shairoz SohailA Survey of Visual Attention Mechanisms in Deep LearningAn overview of major developments and research papers in the last decade pertaining to attention mechanisms applied to computer vision22 min read·Dec 5, 2019----
Shairoz SohailA Comprehensive Introduction to Linear RegressionIn predicting real world events, there’s two main types of outcomes we can use to cover most questions. If the outcome we’re trying to…22 min read·Jun 3, 2018----