23 results found Sort:

py-why
dowhy py-why
917
6.8k
mit
137
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical ...
python3 causality do-calculus data-science causal-models causal-inference graphical-models machine-learning bayesian-networks treatment-effects causal-machine-learning
Created 2018-05-31
1,012 commits to main branch, last one 2 days ago
mckinsey
causalnex mckinsey
254
2.2k
other
48
A Python library that helps data scientists to infer causation rather than observing correlation.
causalnex data-science causal-models causal-networks causal-inference machine-learning bayesian-networks bayesian-inference
Created 2019-12-12
226 commits to develop branch, last one 3 months ago
FenTechSolutions
CausalDiscoveryToolbox FenTechSolutions
199
1.1k
mit
37
Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.
graph python toolbox algorithm causality inference causal-models causal-discovery causal-inference machine-learning graph-structure-recovery
Created 2017-05-31
742 commits to master branch, last one about a year ago
BiomedSciAI
causallib BiomedSciAI
93
676
apache-2.0
21
A Python package for modular causal inference analysis and model evaluations
ml causal causality data-science causal-models causal-inference machine-learning
Created 2019-04-04
85 commits to master branch, last one 7 months ago
jvpoulos
causal-ml jvpoulos
116
624
unknown
27
Must-read papers and resources related to causal inference and machine (deep) learning
paper-list causal-models deep-learning counterfactual causal-learning causal-discovery causal-inference machine-learning treatment-effects counterfactual-learning representation-learning estimating-treatment-effects randomized-controlled-trials heterogeneous-treatment-effects
Created 2019-10-13
81 commits to master branch, last one about a year ago
erdogant
bnlearn erdogant
44
447
other
8
Python library for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.
dag causal python causal-models causal-networks machine-learning sampling-methods bayesian-inference causality-analysis parameter-learning structure-learning directed-acyclic-graph
Created 2020-01-01
898 commits to master branch, last one 8 days ago
DataCanvasIO
YLearn DataCanvasIO
75
382
apache-2.0
11
YLearn, a pun of "learn why", is a python package for causal inference
uplift causality causal-models policy-learning uplift-modeling causal-discovery causal-inference causality-analysis causality-algorithms
Created 2022-03-28
792 commits to main branch, last one 2 months ago
cdt15
lingam cdt15
51
346
mit
11
Python package for causal discovery based on LiNGAM.
lingam python causality causal-models causal-discovery causal-inference machine-learning causality-analysis
Created 2019-08-22
517 commits to master branch, last one 15 days ago
msuzen
looper msuzen
31
242
unknown
12
A resource list for causality in statistics, data science and physics
causal physics causality causation statistics data-science causal-impact causal-models meta-learning causal-networks causal-discovery causal-inference machine-learning bayesian-inference causality-analysis statistical-physics causality-algorithms statistical-inference statistical-mechanics causal-machine-learning
Created 2018-01-04
235 commits to master branch, last one 2 months ago
TimeLovercc
Awesome-Graph-Causal-Learning TimeLovercc
12
166
mit
7
A list of Graph Causal Learning materials.
causal-models deep-learning causal-inference machine-learning graph-neural-networks
Created 2022-04-26
137 commits to main branch, last one about a month ago
declare-lab
RECCON declare-lab
29
162
unknown
11
This repository contains the dataset and the PyTorch implementations of the models from the paper Recognizing Emotion Cause in Conversations.
dataset emotion roberta causality inference reasoning bert-model causal-spans causal-models conversations emotion-cause emotion-tasks causal-inference dialogue-systems dialogue-generation emotion-recognition natural-language-inference emotion-cause-pair-extraction emotion-recognition-in-conversation
Created 2020-11-30
45 commits to main branch, last one 2 years ago
OscarEngelbrektson
SyntheticControlMethods OscarEngelbrektson
46
158
apache-2.0
4
A Python package for causal inference using Synthetic Controls
python package causality econometrics causal-models counterfactual causal-inference policy-evaluation synthetic-control causality-analysis program-evaluation
Created 2020-06-27
107 commits to master branch, last one 2 years ago
uhlerlab
causaldag uhlerlab
17
135
other
8
Python package for the creation, manipulation, and learning of Causal DAGs
causality inference causal-dags causal-models causal-inference
Created 2018-07-28
375 commits to master branch, last one about a year ago
JackHCC
Awesome-Uplift-Model JackHCC
12
87
mit
2
🛠 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-models uplift-modeling causal-inference causal-machine-learning
Created 2022-11-11
27 commits to master branch, last one about a year ago
qitianwu
GraphOOD-EERM qitianwu
9
74
unknown
3
The official implementation for ICLR22 paper "Handling Distribution Shifts on Graphs: An Invariance Perspective"
pytorch causal-models graph-neural-networks out-of-distribution-generalization
Created 2022-03-06
22 commits to main branch, last one about a year ago
changliu00
causal-semantic-generative-model changliu00
3
74
mit
2
Codes for Causal Semantic Generative model (CSG), the model proposed in "Learning Causal Semantic Representation for Out-of-Distribution Prediction" (NeurIPS-21)
pytorch causal-models generative-model machine-learning
Created 2021-10-26
8 commits to main branch, last one 2 years ago
rsyi
pylift rsyi
20
70
bsd-2-clause
5
Uplift modeling and evaluation library. Actively maintained pypi version.
uplift model-uplift causal-models uplift-modeling causal-inference
Created 2018-09-29
110 commits to master branch, last one 4 years ago
mikenguyen13
data_analysis mikenguyen13
31
63
unknown
2
Streamline a data analysis process
r guide causality guidebook statistics datascience data-science causal-models causal-analysis machinelearning causal-inference machine-learning statistics-course data-visualization statistical-methods statistical-analysis statistical-learning statistical-inference
Created 2020-11-10
115 commits to main branch, last one about a month ago
felixleopoldo
benchpress felixleopoldo
16
60
gpl-2.0
5
A Snakemake workflow to run and benchmark structure learning (a.k.a. causal discovery) algorithms for probabilistic graphical models.
causality benchmarking causal-models markov-networks causal-discovery graphical-models machine-learning bayesian-networks snakemake-workflow structure-learning reproducible-research
Created 2020-01-15
1,413 commits to master branch, last one 12 days ago
MLResearchAtOSRAM
cause2e MLResearchAtOSRAM
4
56
mit
4
The cause2e package provides tools for performing an end-to-end causal analysis of your data. Developed by Daniel Grünbaum (@dg46).
dowhy python tetrad causality causal-models causal-analysis causal-inference causal-reasoning domain-knowledge
Created 2021-05-11
188 commits to main branch, last one about a year ago
saezlab
CARNIVAL saezlab
29
55
unknown
10
CAusal Reasoning for Network Identification with integer VALue programming in R
r footprints causal-models integer-linear-programming pathway-enrichment-analysis
Created 2017-10-25
3,578 commits to master branch, last one 5 months ago
Diviyan-Kalainathan
SAM diviyank
10
52
apache-2.0
8
Code for the Structural Agnostic Model (https://arxiv.org/abs/1803.04929)
causality causal-models graph-algorithms
Created 2018-03-12
28 commits to master branch, last one 3 years ago
leizhang-geo
ST-CausalConvNet leizhang-geo
11
51
apache-2.0
1
A spatiotemporal causal convolutional network for predicting PM2.5 concentrations.
cnn pytorch air-pollution causal-models deep-learning causal-inference
Created 2022-07-25
9 commits to main branch, last one about a year ago