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kdmalc / fl-gestures

Develop a personalized sequential federated learning algorithm for real-time gesture classification
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Finalize dim reduc eval metrics #3

Open kdmalc opened 1 month ago

kdmalc commented 1 month ago

Determine a generalizable dim reduc metric. Explained variance only works with (linear) PCA methods! So hopefully mutual info or reconstruction error are sufficient. Find the levels for those two metrics that correspond to 80% explained variance (or higher) for PCA.

Then combine all into a single function, with toggles for each. Ideally will only need to call one dim reduc metric...

kdmalc commented 1 month ago

Mutual information is crazy slow...

kdmalc commented 4 weeks ago

This is sort of irrelevant now. Would rather find better networks/algos to create useful embeddings than just using sklearn dim reduc stuff...