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awesome-causal-inference
A (concise) curated list of awesome Causal Inference resources.
https://github.com/imirzadeh/awesome-causal-inference
- The Book of Why
- Causal Inference Book (What If)
- Causal Inference in Statistics: A Primer
- Elements of Causal Inference: Foundations and Learning Algorithms - **FREE download**
- Counterfactuals and Causal Inference: Methods and Principles for Social Research
- Causal Inference Book
- Causality: Models, Reasoning and Inference
- Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction
- Causal Inference: The Mixtape
- Causal Inference for Data Science
- Introduction to Causal Inference (Fall2020)
- A Crash Course in Causality: Inferring Causal Effects from Observational Data
- Causal Inference with R - Introduction
- Causal ML Mini Course
- Lectures on Causality: 4 Parts
- Towards Causal Reinforcement Learning (CRL) - ICML'20 - Part I
- Towards Causal Reinforcement Learning (CRL) - ICML'20 - Part II
- On the Causal Foundations of AI
- Judea Pearl: Causal Reasoning, Counterfactuals, and the Path to AGI | Lex Fridman Podcast #56
- NeurIPS 2018 Workshop on Causal Learning
- Causal Inference Bootcamp
- DoWhy | Making causal inference easy (Python)
- Ananke: A module for causal inference (Python)
- Causal ML: A Package for Uplift Modeling and Causal Inference with ML (Python)
- CausalNex: A toolkit for causal reasoning with Bayesian Networks (Python)
- pgmpy: Python Library for learning (Structure and Parameter) and inference (Statistical and Causal) in Bayesian Networks
Programming Languages
Keywords
causal-inference
3
machine-learning
2
bayesian-networks
2
causal-models
2
incubation
1
uplift-modeling
1
bayesian-inference
1
causal-networks
1
causalnex
1
data-science
1
causality
1
dag
1
probabilistic-graphical-models
1
python
1
sampling-methods
1
simulation
1
statistical-inference
1
statistics
1
structure-learning
1