How Do You Test Whether EEG Got Cleaner?

In April 2025, I opened a very short issue in my PyLossless fork: there should be some sort of metric out there that we can add to the test suite to show the data is “cleaner” after pipeline runs Seemed reasonable and I figured that there would be a publication or something out there answering this. This came up because I was rounding out a test suite. I wanted something that could tell me if the data was “better” in a meaningful way, because I already had one making sure the input was different than the output. ...

2026-08-31 · 4 min · Tyler Collins

From a Throwaway QC Prototype to PyLossless

In March 2025, I had an idea for improving quality control in PyLossless. I wanted to bring back being able to review an EEG recording to select independent components, choose a time window, and immediately compare the raw signal against the result of removing those components. It had been done in the previous version in MATLAB, but I was less familiar with the inner working of PyLossless at the time. I was also a complete novice when it came to things like Qt 5, PyQt, and the mne-qt-browser. ...

2026-08-28 · 5 min · Tyler Collins

PyLossless

In April 2025, I wanted to put PyLossless on the DRAC clusters as an official module. I had at least half a dozen datasets to clean, and I was still managing many projects with separate virtual environments. Reinstalling the same preprocessing package for every dataset made no sense. It turned out that PyLossless was already available as a module. When I asked the internal team to update it, they gave me a list of changes they wanted first, especially if I planned to develop it myself. That request turned into active stewardship of the project and, eventually, co-ownership of its official repository. ...

2026-05-05 · 7 min · Tyler Collins