Advanced Degree in Brain Data Encoders and Decoders– that’s 4 years worth of work
So I decided to do a self-guided deep dive into the world of encoders and decoders applied to four neurosicence data modalities. A top Norwegian university allows you to submit a thesis for evaluation and they give you a degree if it passes quality requirements:-)
2 modalities in humans: EEG and fMRI
2 modalities in mice: NeuroPixels and Calcium Imaging
First two years I'll focus on EEG and fMRI and graduate to mouse data, which is much more difficult.
Current reading and course plan:
Biostatistics and MacKay Information Theory
d2l.ai
learnpytorch.io
Data Science book from Brunton
Linear Dynamical Systems
Neuronal Dynamics–Gerstner
Software stack:
PyTorch
Streamlit
MLFlow
snntorch
Papers:
Gallant
fMRI paper on eyegaze decoding
ETC ETC ETC
Work work work
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