Uplift modeling and causal inference with machine learning algorithms

❗ uplift modeling in scikit-learn style in python 🐍

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

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

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

Uplift modeling and evaluation library. Actively maintained pypi version.

Machine learning based causal inference/uplift in Python

https://arxiv.org/abs/2009.01561

A flexible python package for cost-aware uplift modelling.

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

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

Scalable probabilistic impact modeling

Customer targeting model to optimize promotion targeting, on simulated data from Starbucks. (work in progress)

Research on the impacts of algorithmic collective action on personalized user marketing

Towards causality in neural networks.

Telco Customer Churn is an end-to-end data science project that models customer churn and evaluates decisions using cost-aware metrics, uplift analysis, and business-driven profit optimization.

End-to-End Uplift Modeling Pipeline for German E-Commerce. Built with Docker, Airflow, dbt, and Causal Inference (T-Learner).

Causal Simulations for Uplift Modeling

Uplift Modeling to identify the pursuable group of users from all the users in order to send them encouragement (in terms of coupons or other offers) to buy the product more without spending resources to convert those users who are not willing or interested to buy the product even after encouragement.

🚀 EcomOpti: 6-phase ML pipeline for telco churn prediction, CLV estimation & retention campaign optimization. Features survival analysis, causal uplift modeling, budget optimization, FastAPI microservice & interactive Power BI-style Dash dashboard.