Lily H. Zhang's repositories
autoencoding_vi_for_topic_models
Tensorflow implementation for prodLDA and NVLDA.
Beta-VAE
Pytorch implementation of β-VAE
breakout-rl
Playing Atari Breakout with Q-learning
deep_Mahalanobis_detector
Code for the paper "A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks".
DenseNet
DenseNet implementation in Keras
distribution_augmentation
Code for the paper, "Distribution Augmentation for Generative Modeling", ICML 2020.
dlcl
The implementation of "Learning Deep Transformer Models for Machine Translation"
DomainBed
DomainBed is a suite to test domain generalization algorithms
generative_models
Pytorch implementations of generative models: VQVAE2, AIR, DRAW, InfoGAN, DCGAN, SSVAE
glow
Code for reproducing results in "Glow: Generative Flow with Invertible 1x1 Convolutions"
google-research
Google Research
jax
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
Khan_Academy_Infection
A Khan Academy Project-based Interview Question
manifold-flow
Manifold-learning flows (ℳ-flows)
MD_CA_legislation
A quick analysis on legislation proposed in previous sessions in Maryland and California.
pixel-cnn
Code for the paper "PixelCNN++: A PixelCNN Implementation with Discretized Logistic Mixture Likelihood and Other Modifications"
Premise_data_challenge
Analyzing food price data collected from on-the-ground contributors.
uncertainty-baselines
High-quality implementations of standard and SOTA methods on a variety of tasks.
WellWatchers
Predicting the status of wells across Tanzania
wilds
A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.