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Julia Wąsala

Research

4 posts tagged with "Research"

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Title image showing the title: AutoSR4EO- my first ML4EO project, with the subtitle How to make ML4EO pipelines part 2. The image shows a small satellite image with an arrow pointing to a larger image, symbolising super-resolution.
AutoSR4EO: My first ML4EO project

November 17, 2024

Science

Title image showing an ML4EO background at low transparency in the background, with overlaid an illustration of a satellite orbiting earth and a neural network. the title is How to design ML4EO pipelines: a 5-part mini series by Julia Wasala.
How to design ML4EO pipelines (Part 1)

November 10, 2024

Science

Many great blogs give a general overview of how to apply Machine Learning (ML) to satellite images. But none of these prepared me for all the steps you need to climb to design ML for satellite data. So, in this blog, I share some challenges you can expect when working with satellite images as an ML engineer.

Me presenting my research on AutoML4EO at COSEAL 2023 in Paris. The title slide is projected on the wall. The image is taken from the middle or back from the audience, so you can see a few rows of people. I'm standing at the front of the room, midsentence.
How to communicate complex research

October 26, 2024

Science

We need to simplify our message to help people understand our research. Here are some tips on how to communicate complex science.

Image showing a satellite image from Sentinel-2 of algal blooms in the Baltic Sea around the island of Gotland. The image is half transparent, over the image there is text that says Why it matters how you split ML4EO data. A small chunk of the image is taken apart to represent a hodout test set.
Why it matters how you split ML4EO data

October 17, 2024

Science

In this blog, I go in-depth on defining splits for ML4EO datasets.

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