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Amritha Musipatla's Projects

kaldi icon kaldi

kaldi-asr/kaldi is the official location of the Kaldi project.

network-security-with-stgnns icon network-security-with-stgnns

Project for Columbia University COMSW4995 - Deep Learning.In this project we will use spatial-temporal graph neural networks (STGNNs) for anomaly detection on observed local area network traffic, with the purpose of detecting network intrusion attacks.

predicting-patient-level-phenotypes-from-single-cell-data icon predicting-patient-level-phenotypes-from-single-cell-data

Deep learning approaches have seen increased use in several functional genomics applications, often meeting or exceeding the performance of state-of-the-art methodologies. In this project we deploy a deep neural network architecture to predict patient-level phenotypes from single-cell mass cytometry data. We show that a DNN is able to differentiate between between BCR stimulated vs. unstimulated B-Cells with higher accuracy than several machine learning baseline models, and with greater clarity than traditional flow cytometry gating techniques.

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