Ziming Wei's repositories
TB_chemprop
Message Passing Neural Networks for Molecule Property Prediction
CoST
PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting (ICLR 2022)
ABT-MPNN
An atom-bond transformer-based message passing neural network for molecular property prediction.
Breast-Cancer-Gene-Regulatory-Network-and-Risk-Prediction
The aim of the project is to use gene networks and machine learning algorithms to verify the biological significance of genes and find out other possible genes that are less studied or could be targeted by drugs in order to treat Breast Cancer.
706_Final_Project
Covid-19 is one of the most devastating disasters in human history, and now according to what Dr. Anthony Fauci said on Apr 27th, 'the United States is no longer in a pandemic phase', Covid-19 finally seems to come to an end. It's a great time to look back into Year 2020, 2021, and 2022 and use the power of data visualization tools to represent the status of Covid-19 in the past years, gain insights on what happened and hopefully get some takeaways from the pandemic. So, our team decided to explore the relationships between vaccination and the death/case rate of covid 19 in the country, continent, and worldwide level, as a way to gain more insights into the pandemics.
Birth_Prediction_Research
Use genomic data from Dream Challenge project and Gtex Genomic data base to predict the gestational age using Machine Learning Algorithms like Random Forest Regression, Lasso Regression, Support Vector Machine Regression, and Ridge Regression. PCA, Double Random Forest Feature Selection, Remove Outlier, Non-negative Matrix Factorization, and Biological Based Feature Selection are used as Feature Selecting methods. Also, Deep Learning Algorithms include: Variant Auto Encoder and Transfer Learning are used in this project.
Tabular_Transfer_Learning
Use genomic data from Gtex whole blood gene bank to train the model and predict the gestational age based on the test genomic data on Pre-term data from Dream Challenge.
Factorization_Tool
Test whether an integer is prime or not, then give out its factors. (#Python)