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2021-sigir-plackett-luce

2022-sigir-plackett-luce

awesome-causality-algorithms

An index of algorithms for learning causality with data

awesome-causality-data

A data index for learning causality.

causal-machine-learning-onboarding

Materials for onboarding toward a publication on causal machine learning, designed for people with data mining and machine learning background

cevae

Causal Effect Inference with Deep Latent-Variable Models

cfrnet

Counterfactual Regression

cikm18-lcva

Code for CIKM'18 paper, Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects.

conf_cf_inf_figures

conf_rank_figure

data

Data and code behind the stories and interactives at FiveThirtyEight

dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

dmml-reading-list

domainbed

DomainBed is a suite to test domain generalization algorithms

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

exp-machines

Exponential Machines implementation

fast_tffm

fast_tffm: Tensorflow-based Distributed Factorization Machine

ganhacks

starter from "How to Train a GAN?" at NIPS2016

gcn

Implementation of Graph Convolutional Networks in TensorFlow

generative-models

Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.

influence-release

keras-gat

Keras implementation of the graph attention networks (GAT) by Veličković et al. (2017; https://arxiv.org/abs/1710.10903)

lenet-5

PyTorch implementation of LeNet-5 with live visualization

lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

network-deconfounder-wsdm20

Code for the WSDM '20 paper, Learning Individual Causal Effects from Networked Observational Data.

nlp_spark

Natural Language Processing with Spark's MLlib

nmt

TensorFlow Neural Machine Translation Tutorial

node2vec

ood_bench

optimization_hw