Our goal was to create a neural network that can predict ideal treatments for patients who have been diagnosed with clinical depression. Given an fMRI neuroimage, our neural network could decide what treatments will lead to the best positive changes in the patient's neuropsychology.
Features
Convolutional Neural Network
fMRI image processing pipeline
Languages & Tools
Python
Nilearn
Tensorflow
Jupyter Notebooks
Screenshots
Highlights
Worked with researchers from Russia to gather open source neuroimaging data
Talked with neuroscientist from the Mayo Clinic about the feasibility of the project
What we learned
There are many types of machine learning and neural network models that may or may not be applicable to certain use case
Open-source data and code is directly increasing the amount of innovation that can be done in the world
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