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Yutian Liu's Projects

deep-learning-triptolide-ncrnasequence-target-prediction-model icon deep-learning-triptolide-ncrnasequence-target-prediction-model

Organized, categorized and pre-processed the available data of the action site of Triptolide on miRNAs. Developed various deep learning models, including Deep Neural Network (DNN), Recurrent Neural Network (RNN), and Long-Short Time Memory (LSTM). Built a prediction models database based on the binding of Triptolide to miRNA. Compared the training effects of each model and selected the optimal one. Predicted the action site of Triptolide on siRNAs with the optimal trained model.

pm566lab icon pm566lab

https://margery0011.github.io/pm566lab/

predicting-probability-and-the-level-of-dementia-using-machine-learning-models icon predicting-probability-and-the-level-of-dementia-using-machine-learning-models

Dementia is a general term for a decline in mental ability severe enough to interfere with daily life. Clinical Dementia Rating Scale (CDR) is a global rating scale for staging patients diagnosed with dementia. In her project, she is using Cross-Sectional and longitudinal OASIS MRI structural and demographic data to train machine learning models to predict if and at what level an individual has dementia. This problem is formulated as a binary classification problem (CDR = 0 and CDR > 0) and a multiclass problem (CDR = 0, CDR = 0.5, CDR = 1).

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