mengyuan404's repositories

CausalDiscoveryToolbox

Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.

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Causalinference

Causal Inference in Python

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CausalInference.jl

Causal inference, graphical models and structure learning with the PC algorithm.

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causality

Tools for causal analysis

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CGNN

Replication code for the article "Learning Functional Causal Models with Generative Neural Networks"

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CSV-to-ARFF

Python program to convert a CSV file to an ARFF file.

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defragTrees

Python code for tree ensemble interpretation

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dowhy

DoWhy is a Python library that makes it easy to estimate causal effects. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

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GENESIM

An innovative technique that constructs an ensemble of decision trees and converts this ensemble into a single, interpretable decision tree with an enhanced predictive performance

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interpretable-ml-book

Book about interpretable machine learning

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lime

Lime: Explaining the predictions of any machine learning classifier

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LIMPQ

Official implementation for paper "Mixed-Precision Neural Network Quantization via Learned Layer-wise Importance"

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mengyuan404.github.io

AcadHomepage: A Modern and Responsive Academic Personal Homepage

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pgmpy

Python Library for Probabilistic Graphical Models

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rulefit

Python implementation of the rulefit algorithm

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srnn

Code for "Sequential Neural Models with Stochastic Layers"

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tfsnippet

A set of utilities for writing and testing TensorFlow models

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tigramite

Tigramite is a time series analysis python module for causal discovery. **** Interested in doing a Postdoc/PhD applying machine learning to societally relevant scientific problems at the new DLR Data Science Institute in Germany? Visit www.climateinformaticslab.com **** The Tigramite documentation is at

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zh-google-styleguide

Google 开源项目风格指南 (中文版)

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