06-2015 - 08-2015 • Implemented Bioconductor R package to redesign microarray Human Genome U133 Plus 2.0 by three standards, made comparisons with the current platform in the company
• Applied SVM Regression to predict potential genes in Wnt and Notch pathway that are possibly correlated with response status of RSPO antibody in different cancer patients
Education & training
University Of Texas At Dallas
2016 - 2018 Richardson, TX, USA, RichardsonIT developmentMEAN based Online Movie Rating Website (Fall 2017)
• Implemented the web service with MongoDB, AngularJS, Node.js, Express.js for online movie rating service
• Developed the AJAX-based frontend with NPM modules and AngularJS
• Implemented MVC backend with Nods.js on MongoDB via Mongoose, Restful API
Kaggle Competition - Porto Seguro’s Safe Driver Prediction on Spark (Fall 2017)
• Implemented Spark MLlib to predict policy holder’s label on Databricks Scala interactive shell
• Cleaned samples and extracted effective data along with 58 features and 595212 records
• Transformed raw data to data frame, then analyzed by logistic regression pipelined with PCA dimensionality reduction and cross validation/train-validation split
Image Classification for MNIST Data with TensorFlow (Summer 2017)
• Applied Python TensorFlow to construct MIST classifier by neural network deep learning
• Original sigmoid, GradientDecentOptimizer model leads to accuracy 0.894
• Optimized by Activation function ReLU, AdamOptimizer, dropouts, and regularization. Accuracy 0.925
• Momentum optimizer got almost same accuracy compared with AdamOptimizer
• Convolutional layers further improved accuracy to 0.957
JAVA and MySQL based Database System for Library Management (Spring 2017)
• Designed ER diagram of library management system, parsed it to relational schema
• Normalized the schema into 3rd normal form, created schema on MySQL server, read and uploaded csv data (book information) to the database through java MySQL connection
• Implemented GUI by java swing which was designed with WindowBuilder, supported CRUD functions including book search, availability check, book check in and check out, and fine update
University of Miami
2014 - 2016 Coral Gables, Miami-Dade CountyPersonal services, Personal servicesBiostatistics, Thesis (10/2015 - 04/2016)
• Presented in American Public Health Association 2016 Annual Meeting (11/2016)
• Applied multivariate Cox proportional hazard regression in SAS to identify the leading factors causing survival disparities and describe their effects on survival rates in pancreatic cancer