Yunchao "Lance" Liu's Projects
Implementation for the paper MoCL: Contrastive Learning on Molecular Graph with multi-level Domain Knowledge
MolKGNN is a deep learning model for predicting biological activity or molecular properties. It features in 1. SE(3)-invariance 2. conformation-invariance 3. interpretability. MolKGNN uses a novel molecular convolution to leverage the similarity of molecular neighborhood and kernels. It shows superior results in realistic drug discovery datasets.
muticlassfication and neural network test
Project of UTD CS 6364 Artificial Intelligence. A nine men morris game, the oppopent computer use a static function to evaluate the state and make the move.
The OGB-LSC is the Large Scale Competition by Open Graph Benchmark to help accelerate research into machine learning on graph structured data
Project of UTD CS 6301 Web Programming Language. A web site that can store user cookie and connect to database to show menu for user to choose dishes
Project of UTD CS6320 Natural Language Processing. Using HMM and Viterbi Algorithm to tag part of speech for given corpus
Strategies for Pre-training Graph Neural Networks
Project of CS 8395 Open Source Programming for Medical Image Processing, Fall 2018 Vanderbilt. A program based on VTK library to show the distance of two conformations of a protein. The further the distance, presumably the more flexible. The result is compared with flexibility data contained in original PDB file.
Project of CS 5258 Computer Graphics, Spring 2019 Vanderbilt. It has a Command Line Interface(CLI) that can interpret and execute predefined commands. The program can read and write TIFF image. Resize and zoom images using different kernals (Gaussian, Mitchell, Lanczos and etc.)
Sales predition model. For confidential reasons, the data uploaded here is replaced with artifcially generated data.
Project of Machine Learning. A Spam filter using SVM
Project of UTD CS6301 Statistics for Data Sciences. Used R to achieve different statistical tasks.
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development
Project of UTD CS4348 Operating System. A program to simulate box office for buying tickets.
Final Project of 5891 Data Visualization, Fall 2018 Vanderbilt. Visualization of UFO reports, which is geographical data. Features including zooming/panning/subplot and etc.
Regularization Leanear Regress and comparison between effect of variance and bias
Project of UTD CS6384 Computer Vision. Detect wink
Small tool. Android App for converting square feet to carton