Creative solutions enabled us to automate the process of planning solar systems
AI-supported optical defect detection for semiconductor laser production
By Fabian Gringel • September 27th, 2021
In this blog article I will explain how GPT-3 works, why some people think it’s dangerous, and how you can try out a GPT-3-like model yourself for free.
By Emilius Richter • May 21st, 2021
We discuss what questions should be considered and answered up front to launch a successful machine learning software project.
By William Clemens (PhD) • May 11th, 2020
In this blog post I will describe a number of pretraining tasks one can use either separately or in combination to get good “starting” weights before you train a model on your actual labelled satellite/aerial images.
By Machine Learning Approaches for Time Series • December 18th, 2019
This blog post provides an introduction into time series and serial sequences and shows how Recurrent Neural Networks (RNN) can deal with them.
By Nelson Martins (PhD) • May 24th, 2019
Setting up a ML model for the semantic segmentation of satellite images, we found that a UNet architecture with dice loss enforced with a pixel weighting strategy outperforms cross entropy based loss functions. Here we present the approach and the results.