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kdmalc / fl-gestures

Develop a personalized sequential federated learning algorithm for real-time gesture classification
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Implement mean subtraction for EMG (also for IMU separately?) #1

Closed kdmalc closed 3 weeks ago

kdmalc commented 1 month ago

Implement mean subtraction for each gesture. Probably do this for EMG and IMU separately? Not sure

kdmalc commented 1 month ago

This is done but it isn't in the form of a function. Needs to be double checked. Note that it appears separately in 2 NBs...

kdmalc commented 1 month ago

And implement the standardization from Momona's paper. Doesn't matter as much for just EMG, but for EMG+IMU, the two sensor modalities have different scales.

kdmalc commented 3 weeks ago

This has been done in utils.preprocessing.py (MinMax and Standard Scalers, use Standard for now). Just needs to be unified through the early NBs (200/300, maybe others) to make sure they are using the latest code and not whatever individual versions they had. Import from preprocessing and call those funcs