ML & EO

9 posts in the category "ML & EO"

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How to learn ML4EO pipeline design

December 28, 2024

What I learned about ML4EO in my PhD

December 28, 2024

Image with the title and three gaussians with different standard deviations in the background.

Image with the title and three gaussians with different standard deviations in the background.

An introduction to variance reduction in ML

December 20, 2024

Title image: a rectangle with the title Reading group: data-centric ML4EO and around it icons for data, a neural network and a satellite orbiting Earth.

Title image: a rectangle with the title Reading group: data-centric ML4EO and around it icons for data, a neural network and a satellite orbiting Earth.

Data-centric ML for Earth Observation

December 2, 2024

AMREF representatives, some members of the Space4Good team and me at the Space4Good office.

My first freelance ML4EO project

November 23, 2024

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.

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

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.

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

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.

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

How to make ML4EO datasets

August 31, 2024