Pinned Repositories
ngboost
Natural Gradient Boosting for Probabilistic Prediction
conjugate-bayes
Conjugate Bayesian linear regression and distribution models in Python.
diffusion
From-scratch diffusion model implemented in PyTorch.
gp-lib
Lightweight Python library for (sparse) GP regression.
matrix-completion
Lightweight Python library for in-memory matrix completion.
mixture-density-network
Mixture density network implemented in PyTorch.
normalizing-flows
Neural Spline Flow, RealNVP, Autoregressive Flow, 1x1Conv in PyTorch.
rs4a
Randomized Smoothing of All Shapes and Sizes (ICML 2020).
snn
Self-normalizing neural network implemented in PyTorch.
transformer-blocks
Multi-Head Attention, Transformer, Perceiver, Linear Attention.
tonyduan's Repositories
tonyduan/normalizing-flows
Neural Spline Flow, RealNVP, Autoregressive Flow, 1x1Conv in PyTorch.
tonyduan/mixture-density-network
Mixture density network implemented in PyTorch.
tonyduan/matrix-completion
Lightweight Python library for in-memory matrix completion.
tonyduan/diffusion
From-scratch diffusion model implemented in PyTorch.
tonyduan/rs4a
Randomized Smoothing of All Shapes and Sizes (ICML 2020).
tonyduan/conjugate-bayes
Conjugate Bayesian linear regression and distribution models in Python.
tonyduan/snn
Self-normalizing neural network implemented in PyTorch.
tonyduan/transformer-blocks
Multi-Head Attention, Transformer, Perceiver, Linear Attention.
tonyduan/hte-prediction-rcts
Predicting treatment effects from RCTs (Circulation: CQO 2019).
tonyduan/ge-vae
Graph Embedding VAE (NeurIPS 2019 Workshop on Graph Representations).
tonyduan/gp-lib
Lightweight Python library for (sparse) GP regression.
tonyduan/graph-embeddings
Methods for embedding the structure of graphs into node features.
tonyduan/glm-lib
Lightweight Python library for GLM regression.
tonyduan/clj-yahoo-boss
Clojure client for the Yahoo BOSS Search API.
tonyduan/dotfiles
Personal dotfiles and logs of installed packages.
tonyduan/maskformer
Maskformer (Per-Pixel Classification is Not All You Need) in PyTorch.
tonyduan/paper-template
Blank starter LaTeX code for writing papers and slides.
tonyduan/retinanet-detection
Single-shot CNN object detection with RetinaNet in PyTorch.
tonyduan/variational-autoencoders
Variational autoencoder implemented in PyTorch. Derives the ELBO, Log-Derivative trick, Reparameterization trick.
tonyduan/boids
Simple implementation of Craig Reynolds' Boids in C++.
tonyduan/intensive-bpt-calculator
Demo calculator for HTEs in intensive BP therapy (Circulation: CQO 2019).
tonyduan/resnet-classification
Robust CNN image classification with ResNet variants in PyTorch.
tonyduan/tonyduan
Config files for my GitHub profile.