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uplift-modeling

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causalml

uber /causalml

Uplift modeling and causal inference with machine learning algorithms

machine-learning causal-inference uplift-modeling incubation

UpdatedMar 23, 2025
Python

scikit-uplift

maks-sh /scikit-uplift

❗ uplift modeling in scikit-learn style in python 🐍

machine-learning causality causal-inference uplift-modeling individual-treatment-effects uplift true-lift net-lift uplift-modelling

UpdatedOct 21, 2023
Python

DataCanvasIO /YLearn

YLearn, a pun of "learn why", is a python package for causal inference

causality causality-analysis causal-inference causal-models uplift-modeling uplift causality-algorithms causal-discovery policy-learning

UpdatedAug 23, 2024
Python

causallift

Minyus /causallift

CausalLift: Python package for causality-based Uplift Modeling in real-world business

econometrics causality propensity-scores causal-inference uplift-modeling counterfactual causal-impact propensity-score uplift

UpdatedMay 13, 2023
Python

DSXiangLi /Paper_CausalInference_abtest

因果推理&AB实验相关论文小书库

mediation abtest uplift-modeling hte quasi-experimental double-ml cuped causalinference

UpdatedMar 12, 2023

Nikhilkohli1 /Digital-Marketing-Analytics

This contains projects based on Algorithmic Marketing like Marketing Mix Modeling, Attribution Modeling & Budget Optimization, RFM Analysis, Customer Segmentation, Recommendation Systems, and Social Media Analytics

uplift-modeling rfm-analysis marketing-mix-modeling digital-marketing-analytics attribution-model marketing-dashboard

UpdatedApr 26, 2020
Jupyter Notebook

haowei01 /pytorch-examples

train models in pytorch, Learn to Rank, Collaborative Filter, Heterogeneous Treatment Effect, Uplift Modeling, etc

learning-to-rank ndcg uplift-modeling ranknet lambdarank pytorch-implementation pytorch-ranking heterogeneous-treatment-effects inverse-propensity-score positional-bias

UpdatedFeb 14, 2025
Python

JackHCC /Awesome-Uplift-Model

🛠 How to Apply Causal ML to Real Scene Modeling？How to learn Causal ML？【✔从Causal ML到实际场景的Uplift建模】

causal-inference causal-models uplift-modeling causal-machine-learning

UpdatedMar 25, 2023
Jupyter Notebook

kailiang-zhong /DESCN

Implementation of paper DESCN, which is accepted in SIGKDD 2022.

deep-learning treatment-effects uplift-modeling casual-inference sigkdd x-network kdd2022 descn

UpdatedDec 27, 2023
Jupyter Notebook

rsyi /pylift

Uplift modeling and evaluation library. Actively maintained pypi version.

causal-inference causal-models uplift-modeling uplift model-uplift

UpdatedDec 28, 2023
Python

causeinfer

andrewtavis /causeinfer

Machine learning based causal inference/uplift in Python

python open-source data-science machine-learning statistics data-visualization python3 dataset econometrics data-analysis ab-testing causality causal-inference treatment-effects uplift-modeling uplift

UpdatedNov 24, 2023
Python

Nikhilkohli1 /Olist-Marketing-Analytics

Algorithmic Marketing based Project to do Customer Segmentation using RFM Modeling and targeted Recommendations based on each segment

recommender-system uplift-modeling customer-segmentation cohort-analysis rfm-analysis

UpdatedAug 12, 2024
Jupyter Notebook

google-marketing-solutions /fractional_uplift

A flexible python package for cost-aware uplift modelling.

python marketing data-science uplift-modeling

UpdatedSep 6, 2024
Python

gdmarmerola /cfml_tools

My collection of causal inference algorithms built on top of accessible, simple, out-of-the-box ML methods, aimed at being explainable and useful in the business context

data-science machine-learning statistics causality causal-inference treatment-effects uplift-modeling

UpdatedDec 26, 2022
Python

jd-opensource /UTBoost

A powerful tree-based uplift modeling system.

gbm causal-inference gradient-boosting uplift-modeling descision-tree

UpdatedJan 23, 2024
C++

pyuplift

duketemon /pyuplift

Lightweight uplift modeling framework for Python

python marketing machine-learning treatment-effects uplift-modeling true-response-modeling incremental-value-marketing

UpdatedDec 2, 2019
Jupyter Notebook

zahradbozorgi /CausalRulesDiscovery

https://arxiv.org/abs/2009.01561

causal-inference process-mining uplift-modeling causalml

UpdatedDec 8, 2022
Python

autoum

jroessler /autoum

A Python Framework for Automatically Evaluating various Uplift Modeling Algorithms to Estimate Individual Treatment Effects

python machine-learning causal-inference uplift-modeling individual-treatment-effects uplift heterogeneous-treatment-effects

UpdatedAug 14, 2023
Python

imsanjoykb /Sales-and-Marketing-Analytics

This repository consists of predicting dynamic pricing, churn predictions using sales and marketing data for understanding users' behaviour.

machine-learning churn-prediction customer-lifetime-value uplift-modeling customer-segmentation market-analysis predicting-sales predicting-purchase market-response-model

UpdatedDec 26, 2020
Jupyter Notebook

vub-dl /cs-um

Causal Simulations for Uplift Modeling

research reinforcement-learning causality uplift-modeling

UpdatedJan 22, 2020
Python

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