yifei-liu-stat

Yifei Liu's repositories

Code repo for reproducing results from "Boosting Data Analytics with Synthetic Volume Expansion" by X.Shen, Y. Liu and R. Shen

Language:Jupyter NotebookMIT5 10

Developed a Python library for difference of convex programming (DCP) for training neural networks.

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Tutorial session on PyTorch basics for STAT8056, UMN Statistics.

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Code repo for "PASS: Perturbation Assisted Sample Synthesis --- A Novel Approach For Uncertainty Quantification"

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Explored the reasons why adversarial examples exist and the adversarial robustness of deep neural networks. This is a course project for CSCI8980.

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Consulting projects

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Implementation of Denoising Diffusion Probabilistic Model in Pytorch

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Health data analysis for exploring patient experience using HCAHPS survey.

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Bayesian analysis of sports league data from 2019–2020 NFL Season using MCMC.

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Developed an R package for xkcd distribution and tested it.

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