66 results found Sort:

py-why
dowhy py-why
915
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
1,017 commits to main branch, last one 8 days ago
Kanaries
Rath Kanaries
301
4.0k
agpl-3.0
44
Next generation of automated data exploratory analysis and visualization platform.
eda k6s autovis tableau kanaries causality datamining data-analysis visualization causal-discovery causal-inference data-exploration machine-learning data-visualization augmented-analytics tableau-alternative automated-data-analysis automated-visualization
Created 2019-08-28
1,630 commits to master branch, last one 2 months ago
py-why
EconML py-why
686
3.6k
other
77
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goal...
causality economics econometrics causal-inference machine-learning treatment-effects
Created 2018-04-30
477 commits to main branch, last one about a month ago
rguo12
awesome-causality-algorithms rguo12
434
2.8k
mit
109
An index of algorithms for learning causality with data
awesome baselines causality causal-inference learning-to-rank causality-analysis recommender-system causality-algorithms multilabel-classification unconfoundedness-assumption
Created 2018-09-19
254 commits to master branch, last one 10 months ago
matheusfacure
python-causality-handbook matheusfacure
437
2.5k
mit
41
Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.
python causality data-science econometrics causal-inference impact-estimation harmless-econometrics
Created 2020-04-15
224 commits to master branch, last one about a month ago
jrfiedler
causal_inference_python_code jrfiedler
379
1.2k
unknown
51
Python code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins
python causality data-science causal-inference
Created 2018-02-04
31 commits to master branch, last one 2 years ago
yfzhang114
Generalization-Causality yfzhang114
98
1.1k
mit
48
关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记
causality adaptation robustness optimization deep-learning generative-model machine-learning
Created 2021-06-23
97 commits to main branch, last one 6 months ago
itamarst
eliot itamarst
65
1.1k
apache-2.0
39
Eliot: the logging system that tells you *why* it happened
dask numpy python asyncio logging tracing twisted journald causality causation elasticsearch logging-library causality-analysis scientific-computing
Created 2014-04-09
1,151 commits to master 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
py-why
causal-learn py-why
172
1.0k
mit
15
Causal Discovery in Python. It also includes (conditional) independence tests and score functions.
graph causal python tetrad causality structure confounder statistics time-series hidden-causal causal-discovery causal-inference independence-tests causal-representation-learning
Created 2020-10-11
524 commits to main branch, last one about a month ago
causaltext
causal-text-papers causaltext
93
766
unknown
39
Curated research at the intersection of causal inference and natural language processing.
causality natural-language-processing
Created 2020-09-03
79 commits to master branch, last one 8 months ago
altdeep
causalML altdeep
191
711
mit
29
The open source repository for the Causal Modeling in Machine Learning Workshop at Altdeep.ai @ www.altdeep.ai/courses/causalML
causality machine-learning
Created 2018-12-17
335 commits to master branch, last one 16 days ago
maks-sh
scikit-uplift maks-sh
96
700
mit
19
:exclamation: uplift modeling in scikit-learn style in python :snake:
uplift net-lift causality true-lift uplift-modeling causal-inference machine-learning uplift-modelling individual-treatment-effects
Created 2019-12-20
378 commits to master branch, last one about a year ago
BiomedSciAI
causallib BiomedSciAI
93
683
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
fulifeng
Causal_Reading_Group fulifeng
77
500
unknown
35
We will keep updating the paper list about machine learning + causal theory. We also internally discuss related papers between NExT++ (NUS) and LDS (USTC) by week.
causality deep-learning causal-inference machine-learning recommender-system
Created 2020-09-20
136 commits to master branch, last one about a year ago
M-Nauta
TCDF M-Nauta
101
448
gpl-3.0
14
Temporal Causal Discovery Framework (PyTorch): discovering causal relationships between time series
cnn python pytorch causality prediction timeseries forecasting neural-networks machine-learning
Created 2018-12-30
13 commits to master branch, last one 4 years ago
DataCanvasIO
YLearn DataCanvasIO
75
383
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 3 months ago
CausalInferenceLab
Causal-Inference-with-Python CausalInferenceLab
69
379
mit
8
Causal Inference for The Brave and True 책의 한국어 번역 자료입니다.
python causality data-science econometrics causal-inference experimental-design
Created 2022-06-26
195 commits to main branch, last one 5 months ago
wmayner
pyphi wmayner
95
358
other
37
A toolbox for integrated information theory.
modeling causality causation information neuroscience integrated-information
Created 2014-04-08
4,579 commits to feature/iit-4.0 branch, last one 2 months ago
cdt15
lingam cdt15
52
348
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 27 days ago
Minyus
causallift Minyus
42
334
other
11
CausalLift: Python package for causality-based Uplift Modeling in real-world business
uplift causality econometrics causal-impact counterfactual uplift-modeling causal-inference propensity-score propensity-scores
Created 2019-04-03
274 commits to master branch, last one about a year ago
MinghuiChen43
awesome-trustworthy-deep-learning MinghuiChen43
32
294
mit
12
A curated list of trustworthy deep learning papers. Daily updating...
privacy backdoor fairness green-ai security causality ownership poisoning robustness uncertainty ai-alignment watermarking deep-learning hallucinations gradient-leakage machine-unlearning interpretable-deep-learning membership-inference-attack adversarial-machine-learning out-of-distribution-generalization
Created 2020-07-19
601 commits to master branch, last one a day ago
msuzen
looper msuzen
32
243
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 3 months ago
salesforce
causalai salesforce
25
235
bsd-3-clause
7
Salesforce CausalAI Library: A Fast and Scalable framework for Causal Analysis of Time Series and Tabular Data
causality
Created 2022-11-21
32 commits to main branch, last one 8 months ago
imirzadeh
awesome-causal-inference imirzadeh
36
208
unknown
9
A (concise) curated list of awesome Causal Inference resources.
causality causal-inference machine-learning artificial-intelligence
Created 2019-02-21
13 commits to master branch, last one about a year ago
rr-learning
CausalWorld rr-learning
25
203
mit
20
CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning
robotics sim2real causality generalization transfer-learning reinforcement-learning
Created 2020-06-27
34 commits to master branch, last one about a year ago
microsoft
robustdg microsoft
29
171
mit
10
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
causality machine-learning domain-generalization artificial-intelligence privacy-preserving-machine-learning
Created 2020-06-12
166 commits to master branch, last one 2 years ago
declare-lab
RECCON declare-lab
29
163
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
47
160
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
tsinghua-fib-lab
DICE tsinghua-fib-lab
31
144
mit
2
The official implementation of "Disentangling User Interest and Conformity for Recommendation with Causal Embedding" (WWW '21)
causality recommendation causal-inference recommender-system recommendation-system
Created 2021-02-16
12 commits to main branch, last one 9 days ago