Short tutorials on the use of machine learning methods for causal inference
☆50Nov 21, 2022Updated 3 years ago
Alternatives and similar repositories for causality-tutorials
Users that are interested in causality-tutorials are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆22Nov 11, 2023Updated 2 years ago
- Demo data and code for "Sense and Sensitivity Analysis: Simple Post-Hoc Analysis of Bias Due to Unobserved Confounding".☆27Nov 26, 2021Updated 4 years ago
- Causality with machine learning, topic including causal represenation learning, causal reinforcement learning☆11Apr 19, 2021Updated 4 years ago
- European Summer School on AI Course "Machines Climbing Pearl's Ladder of Causation"☆14Feb 20, 2024Updated 2 years ago
- Project on Causal Machine learning CS 7290☆16Dec 7, 2019Updated 6 years ago
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- Tools for causal discovery in R☆22Apr 1, 2026Updated last week
- Tensorflow 2 implementation of Causal-BERT☆74Nov 5, 2023Updated 2 years ago
- ☆17Oct 25, 2016Updated 9 years ago
- ☆16Apr 10, 2024Updated 2 years ago
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Sep 21, 2024Updated last year
- Code for ICML 2021 paper "Regularizing towards Causal Invariance: Linear Models with Proxies" (ICML 2021)☆11Mar 14, 2022Updated 4 years ago
- Software and pre-processed data for "Using Embeddings to Correct for Unobserved Confounding in Networks"☆56Feb 24, 2023Updated 3 years ago
- Implementation of the ICML 2024 paper "Discovering Mixtures of Structural Causal Models from Time Series Data"☆24Jun 26, 2025Updated 9 months ago
- An optimization-based algorithm to accurately estimate the causal effects and robustly predict under distribution shifts. It leverages th…☆14Jul 10, 2024Updated last year
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- Code for the causal benchmark library☆13Mar 11, 2025Updated last year
- Implementation for Decision-focused Summarization (EMNLP2021)☆12Mar 14, 2022Updated 4 years ago
- Python implementation of an extension of the Kolmogorov-Smirnov test for multivariate samples☆13Aug 6, 2023Updated 2 years ago
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆22Feb 26, 2025Updated last year
- Stata package for Fixed Effect Counterfactual Estimators☆26Sep 10, 2024Updated last year
- ☆46Feb 16, 2022Updated 4 years ago
- Code accompanying ICML 2021 paper "Few-shot Language Coordination by Modeling Theory of Mind"☆18May 18, 2022Updated 3 years ago
- This is the repository holding the code used to perform the analysis used in the manuscript "Machine learning in policy evaluation: new t…☆11Sep 12, 2019Updated 6 years ago
- Code used in the causality course (401-4632-15) at ETH Zurich.☆23May 21, 2019Updated 6 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- This tutorial will introduce key concepts in machine learning-based causal inference. This tutorial is used by professor Susan Athey in t…☆14Jul 21, 2023Updated 2 years ago
- Eastern European Machine Learning Summer School (EEML) Workshop Series 2022. Tutorial on Causality for the Serbian Machine Learning Works…☆21May 7, 2022Updated 3 years ago
- ☆15Oct 5, 2020Updated 5 years ago
- A set of decks and notebooks with exercises for use in a hands-on causal inference tutorial session☆32Jul 15, 2022Updated 3 years ago
- Code for DID chapter☆11May 30, 2023Updated 2 years ago
- Code to reproduce the numerical experiments in the paper Domain adaptation under structural causal models by Yuansi Chen and Peter Bühlma…☆17Jun 7, 2021Updated 4 years ago
- This is a classification task based on CIFAR10，Accuracy is about 87%（without pre-training），The net is CoAtNet（0-5，total coatnet family），w…☆10Oct 1, 2023Updated 2 years ago
- This material has been created based on the tutorials of the course 14.388 Inference on Causal and Structural Parameters Using ML and AI …☆18May 5, 2023Updated 2 years ago
- Tools for estimating interactions☆14Jan 10, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- Curated research at the intersection of causal inference and natural language processing.☆815Feb 1, 2024Updated 2 years ago
- Causal Modeling with Stationary Diffusions, AISTATS 2024☆22Mar 3, 2025Updated last year
- Code for surrogate-assisted hierarchical particle swarm optimization☆11Nov 17, 2018Updated 7 years ago
- Neural Causal Model (NCM) implementation by the authors of The Causal Neural Connection.☆32Dec 12, 2022Updated 3 years ago
- ☆10Feb 18, 2020Updated 6 years ago
- Software and data for "Using Text Embeddings for Causal Inference"☆125Sep 23, 2020Updated 5 years ago
- ☆12Mar 21, 2024Updated 2 years ago