Dawen Liang (dawenl)

dawenl

Geek Repo

Company:Netflix

Location:Bay Area, CA

Home Page:http://dawenl.github.io

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blei-lab

Dawen Liang's starred repositories

pygg

ggplot2 syntax in python. Actually wrapper around Wickham's ggplot2 in R

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dynet

DyNet: The Dynamic Neural Network Toolkit

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GraphSAGE

Representation learning on large graphs using stochastic graph convolutions.

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gae

Implementation of Graph Auto-Encoders in TensorFlow

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CEVAE

Causal Effect Inference with Deep Latent-Variable Models

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pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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Stein-Variational-Gradient-Descent

code for the paper "Stein Variational Gradient Descent (SVGD): A General Purpose Bayesian Inference Algorithm"

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cnn_graph

Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

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nbdime

Tools for diffing and merging of Jupyter notebooks.

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iaf

Code for reproducing key results in the paper "Improving Variational Inference with Inverse Autoregressive Flow"

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cfrnet

Counterfactual Regression

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holoviews

With Holoviews, your data visualizes itself.

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gcn

Implementation of Graph Convolutional Networks in TensorFlow

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pypolyagamma

Fast C code for sampling Polya-gamma random variates. Builds on Jesse Windle's BayesLogit library.

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jupyter-themes

Custom Jupyter Notebook Themes

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causalTree

Working repository for Causal Tree and extensions

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datashader

Quickly and accurately render even the largest data.

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dropoutput

Remove cell numbers and output from IPython notebooks when adding to a git repository

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amazon-dsstne

Deep Scalable Sparse Tensor Network Engine (DSSTNE) is an Amazon developed library for building Deep Learning (DL) machine learning (ML) models

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edward

A probabilistic programming language in TensorFlow. Deep generative models, variational inference.

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GRU4Rec

GRU4Rec is the original Theano implementation of the algorithm in "Session-based Recommendations with Recurrent Neural Networks" paper, published at ICLR 2016 and its follow-up "Recurrent Neural Networks with Top-k Gains for Session-based Recommendations". The code is optimized for execution on the GPU.

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tensorfuse

Common interface for Theano, CGT, and TensorFlow

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tribeflow

TribeFlow's source code

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deep-reinforcement-learning-papers

A list of recent papers regarding deep reinforcement learning

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data

Data and code behind the articles and graphics at FiveThirtyEight

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pgmult

Dependent multinomials made easy: stick-breaking with the Pólya-gamma augmentation

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lightfm

A Python implementation of LightFM, a hybrid recommendation algorithm.

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simple_spearmint

Spearmint, without the gum

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deep-exponential-families

Deep exponential families (DEFs)

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