Lily H. Zhang's repositories

fakeR

An R package to generate fake data given an existing dataset

autoencoding_vi_for_topic_models

Tensorflow implementation for prodLDA and NVLDA.

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Beta-VAE

Pytorch implementation of β-VAE

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breakout-rl

Playing Atari Breakout with Q-learning

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deep_Mahalanobis_detector

Code for the paper "A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks".

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DenseNet

DenseNet implementation in Keras

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distribution_augmentation

Code for the paper, "Distribution Augmentation for Generative Modeling", ICML 2020.

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dlcl

The implementation of "Learning Deep Transformer Models for Machine Translation"

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DomainBed

DomainBed is a suite to test domain generalization algorithms

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generative_models

Pytorch implementations of generative models: VQVAE2, AIR, DRAW, InfoGAN, DCGAN, SSVAE

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glow

Code for reproducing results in "Glow: Generative Flow with Invertible 1x1 Convolutions"

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google-research

Google Research

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jax

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

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Khan_Academy_Infection

A Khan Academy Project-based Interview Question

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manifold-flow

Manifold-learning flows (ℳ-flows)

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MD_CA_legislation

A quick analysis on legislation proposed in previous sessions in Maryland and California.

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pixel-cnn

Code for the paper "PixelCNN++: A PixelCNN Implementation with Discretized Logistic Mixture Likelihood and Other Modifications"

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Premise_data_challenge

Analyzing food price data collected from on-the-ground contributors.

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uncertainty-baselines

High-quality implementations of standard and SOTA methods on a variety of tasks.

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WellWatchers

Predicting the status of wells across Tanzania

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wilds

A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.

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