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That sounds like a very rewarding application that will be a great net benefit for humanity. I'm looking at using machine learning on time series data in a sim
by kejaed 10y ago
That sounds like a very rewarding application that will be a great net benefit for humanity.
I'm looking at using machine learning on time series data in a similar way, replacing EEG with 3D motion data. However, ML is not my forte and I am just cutting my teeth. I would really appreciate if you be able to share some of the 'buzzwords' or ML topics that I might look into as I explore this work?
- antognini 10y agoI have found recurrent NNs and their variants (LSTMs and GRUs) to be very useful for the time series I've been working with. It can also be useful to use 1-d convolutional NNs as well. Depending on your data, sometimes working in frequency space can be easier (i.e., train on the FFT of your data). I'm still a neophyte in this area (my background is in astronomy), so I'm learning, too!
- kejaed 10y agoMany thanks.