xwinxu

bayeSDE

Code for "Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations"

variational-mnist

Fitting a recognition model (VAE) to do approximate inference on intractable posteriors of probabilistic models using an ELBO estimator.

deep-reinforcement-learning

Berkeley CS285 Deep RL assignments exploring theory and implementations of model free algorithms.

xwinxu.github.io

Personal Site winniexu.ca

CSC258

Hardware Programming Labs and Projects

foobar

Google Foo-Bar Challenge

juul

An app that runs a generative model for employing personalized solutions based on irregularly sampled habitual usage data to quitting vaping.

pruning-neural-nets

Generating structured sparsity in neural networks using weight and unit pruning techniques.

pytorch-soft-actor-critic

PyTorch implementation of soft actor critic

RBE-Toolchain

Docker + Bazel Runs

.myconfig

A reository for various configuration files

alpaca_eval

An automatic evaluator for instruction-following language models. Human-validated, high-quality, cheap, and fast.

citizen-science

Citizen Science App

coin

Pytorch implementation of COIN, a framework for compression with implicit neural representations 🌸

dotfiles

Configs, setups, etc

Efficient-VDVAE

Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more"

google-research

Google Research

gym

A toolkit for developing and comparing reinforcement learning algorithms.

gym-bee

[WIP] OpenAI Gym Environment for Multi-Agent Learning

HALOs

A library with extensible implementations of DPO, KTO, PPO, and other human-aware loss functions (HALOs).

ijm-segmentation

Automatic skeletal muscle fibre masking, segmentation, and analysis with ImageJ integration for confocal microscopy image formats.

jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

model-optimization

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

open-instruct

score_sde

Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

shape_as_points

[NeurIPS'21] Shape As Points: A Differentiable Poisson Solver

social-bit

A system and visualization tool to track and summarize daily social encounters, i.e. a social "FitBIT".

tensorflow

An Open Source Machine Learning Framework for Everyone

tmux-config

Tmux configuration, that supercharges your tmux to build cozy and cool terminal environment

xwinxu

hello :)