Katie Awty-Carroll

📅 Save the date: #AIUK 2024 🎉 The UK’s national showcase of #DataScience & AI is back on 19-20 March 2024! Join us for an immersive exploration of real-world #AI impact, engaging with dynamic speakers, cutting-edge demos & thought-provoking discussions: bit.ly/44JQ82m

Ever struggled using @PyTorch to train deep learning on Geospatial data? Say no more. We developed a system (GeoTorch) that makes spatiotemporal deep learning in PyTorch a cakewalk👇🏽 kanchanchy.github.io/geotorch/ #geospatial #DeepLearning #ArtificialIntelligence #DataScience

New discovery: Earthformer: exploring space-time transformers for earth system forecasting Paper:amazon.science/publications/e… Code: github.com/amazon-science…

#MostCited #remotesensing The Potential of the Least-Squares Spectral and Cross-Wavelet Analyses for Near-Real-Time Disturbance Detection within Unequally Spaced #Satellite Image Time Series by Ebrahim Ghaderpour and Tijana Vujadinovic mdpi.com/2072-4292/12/1…

New discovery: An attention-based U-Net for detecting deforestation within satellite sensor imagery Paper:sciencedirect.com/science/articl… Code: github.com/davej23/attent…

The special issue on "Advancing deep learning for time series analysis" at RSE is looking for submissions. If you are using both deep learning and time series analysis in your analysis, please submit to this special issue by the end day of 10/31/2023. journals.elsevier.com/remote-sensing…

Plymouth Marine Laboratory’s Social Scientist Andrew Edwards-Jones has contributed to a paper on the human health and wellbeing benefits associated with #MangroveHabitats. Access the full publication here: pml.ac.uk/News/PML-contr… / #Mangroves #BlueCarbon #ClimateChange

📜🚨📜🚨 NN loss landscapes are full of permutation symmetries, ie. swap any 2 units in a hidden layer. What does this mean for SGD? Is this practically useful? For the past 5 yrs these Qs have fascinated me. Today, I am ready to announce "Git Re-Basin"! arxiv.org/abs/2209.04836

Some personal news

Introducing GEEML, a python package to download data from #EarthEngine quickly, easily, and directly to your local drive. Package: github.com/Geethen/geeml Example usuage: geethen.github.io/geeml/notebook… See 🧵for more

New discovery: Transformers in Remote Sensing: A Survey Paper: arxiv.org/abs/2209.01206 Code: github.com/VIROBO-15/Tran…

New discovery: Deep Learning Segmentation of Satellite Imagery Identifies Aquatic Vegetation Associated with Snail Intermediate Hosts of Schistosomiasis in Senegal, Africa Paper: mdpi.com/2072-4292/14/6… Code: github.com/deleo-lab/schi…

For (European) students interested in learning about Earth observation and the fundamentals of remote sensing, @ESA_EO is organising a free, week-long workshop in December - travel & accommodation sponsored. Apply before September 26 - details 👇 esa.int/Education/ESA_…

All UK seagrass areas mapped since 1998 collated into one dataset now published on Pangaea - this doesn't include point data or older data. doi.pangaea.de/10.1594/PANGAE… This endeavour by Danny Rice comes from the PhD work of @GreengrassSea

Data science is tricky and nuanced... Avoid these common data fallacies

🚨 #GEDI launches a new era of #biomass inference from space!🚨 New paper now available in its final form at iopscience.iop.org/article/10.108… @IOPPublishing @IOPenvironment 🌳pan-tropical and temperate biomass estimates 🛰️ mean biomass density estimates at 1 km resolution ...and more!

Had the amazing opportunity to share the project I have been working on during my placement year at @PlymouthMarine with @BBCSpotlight and @BBCDevon radio. You can view the story on iPlayer at lnkd.in/eq2JQddc, where we discuss our AI model used to detect macroplastics.

At some level, all machine learning is glorified curve fitting. Some popular curve fitting methods and the messages they send :)

Just in time for #Landsat50, the #EarthEngine data team has finished ingesting MSS Collection 2. With these data, all of #Landsat Collection 2 is available (MSS, TM, ETM+, OLI, OLI-2). developers.google.com/earth-engine/d…