A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling

Last update: Nov 19, 2022

Overview

large-scale-ITE-UM-benchmark

This repository contains code and data to reproduce the results of the paper "A Large Scale Benchmark for Individual Treatment Effect Prediction and Uplift Modeling", submitted to NeurIPS 2021 Conference, Datasets and Benchmarks Track on OpenReview.

CRITEO-UPLIFTv2 dataset

Webpage: https://ailab.criteo.com/criteo-uplift-prediction-dataset/
Direct link to the data: http://go.criteo.net/criteo-research-uplift-v2.1.csv.gz
To reproduce the results of Table 3 and Figure 3, please install the required packages from requirements.txt and run the UM-experiment.ipynb notebook.

CRITEO-ITE dataset

To generate the data and reproduce the results of Table 4, please install the required packages from requirements.txt and run the ITE-experiment.ipynb notebook.

Owner

GitHub Repository

Simple converter for deploying Stable-Baselines3 model to TFLite and/or Coral

Running SB3 developed agents on TFLite or Coral Introduction I've been using Stable-Baselines3 to train agents against some custom Gyms, some of which

16 Oct 11, 2022

3D2Unet: 3D Deformable Unet for Low-Light Video Enhancement (PRCV2021)

3DDUNET This is the code for 3D2Unet: 3D Deformable Unet for Low-Light Video Enhancement (PRCV2021) Conference Paper Link Dataset We use SMOID dataset

1 Jan 07, 2022

It is a system used to detect bone fractures. using techniques deep learning and image processing

MohammedHussiengadalla-Intelligent-Classification-System-for-Bone-Fractures It is a system used to detect bone fractures. using techniques deep learni

7 Nov 11, 2022

Deep Learning Pipelines for Apache Spark

Deep Learning Pipelines for Apache Spark The repo only contains HorovodRunner code for local CI and API docs. To use HorovodRunner for distributed tra

2k Jan 08, 2023

The Curious Layperson: Fine-Grained Image Recognition without Expert Labels (BMVC 2021)

The Curious Layperson: Fine-Grained Image Recognition without Expert Labels Subhabrata Choudhury, Iro Laina, Christian Rupprecht, Andrea Vedaldi Code

18 Dec 27, 2022

Robust fine-tuning of zero-shot models

Robust fine-tuning of zero-shot models This repository contains code for the paper Robust fine-tuning of zero-shot models by Mitchell Wortsman*, Gabri

224 Dec 29, 2022

Implementation of Bagging and AdaBoost Algorithm

Bagging-and-AdaBoost Implementation of Bagging and AdaBoost Algorithm Dataset Red Wine Quality Data Sets For simplicity, we will have 2 classes of win

1 Nov 01, 2021

Recurrent Scale Approximation (RSA) for Object Detection

Recurrent Scale Approximation (RSA) for Object Detection Codebase for Recurrent Scale Approximation for Object Detection in CNN published at ICCV 2017

239 Dec 28, 2022

scikit-learn inspired API for CRFsuite

sklearn-crfsuite sklearn-crfsuite is a thin CRFsuite (python-crfsuite) wrapper which provides interface simlar to scikit-learn. sklearn_crfsuite.CRF i

417 Dec 20, 2022

code for "AttentiveNAS Improving Neural Architecture Search via Attentive Sampling"

94 Oct 26, 2022

Code for all the Advent of Code'21 challenges mostly written in python

Advent of Code 21 Code for all the Advent of Code'21 challenges mostly written in python. They are not necessarily the best or fastest solutions but j

4 May 26, 2022

Training DALL-E with volunteers from all over the Internet using hivemind and dalle-pytorch (NeurIPS 2021 demo)

Training DALL-E with volunteers from all over the Internet This repository is a part of the NeurIPS 2021 demonstration "Training Transformers Together

[email protected]"> 19 Dec 13, 2022

A Python library that provides a simplified alternative to DBAPI 2

A Python library that provides a simplified alternative to DBAPI 2. It provides a facade in front of DBAPI 2 drivers.

44 Nov 17, 2021

TensorFlow implementation of Adaptive Information Transfer Multi-task (AITM) framework. Code for the paper submitted to KDD21: Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning for Customer Acquisition.

AITM TensorFlow implementation of Adaptive Information Transfer Multi-task (AITM) framework. Code for the paper accepted by KDD21: Modeling the Sequen

78 Nov 29, 2022