ZuoMatthew

ZuoMatthew

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ZuoMatthew's repositories

active-semi-supervised-clustering

Active semi-supervised clustering algorithms for scikit-learn

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acv00

ACV is a python library that provides explanations for any machine learning model or data. It gives local rule-based explanations for any model or data and different Shapley Values for tree-based models.

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Anomaly-Detection

UnSupervised and Semi-Supervise Anomaly Detection / IsolationForest / KernelPCA Detection / ADOA / etc.

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causal-curve

A python package with tools to perform causal inference using observational data when the treatment of interest is continuous.

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causal-forest

Implements the Causal Forest algorithm formulated in Athey and Wager (2018).

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dagoba

A basic in memory Graph DB built using Python

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diffi

Interpretation of Isolation Forests

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fastshap

An amortized approach for calculating local Shapley value explanations

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FlexCode

Implementation of Flexible Conditional Density Estimator

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fuzzylogic

Fuzzy Logic and Fuzzy Inference for Python 3

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fylearn

Fuzzy machine learning algorithms implementing the scikit-learn interface.

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gaminet

Generalized additive model with pairwise interactions

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lazyarray

lazyarray is a Python package that provides a lazily-evaluated numerical array class, larray, based on and compatible with NumPy arrays.

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neural-backed-decision-trees

Making decision trees competitive with neural networks on CIFAR10, CIFAR100, TinyImagenet200, Imagenet

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neural-interaction-detection

Detecting Statistical Interactions from Neural Network Weights

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node

Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data

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npy-append-array

Allows to create .npy files that are larger than the main memory

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numpy-groupies

Optimised tools for group-indexing operations: aggregated sum and more

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pandapy

PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai)

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PRF

Probabilistic Random Forest: A machine learning algorithm for noisy datasets

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pyGAM

[HELP REQUESTED] Generalized Additive Models in Python

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shapley-regression

For calculating Shapley values via linear regression.

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simpful

A friendly python library for fuzzy logic reasoning

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sklearn-xarray

Metadata-aware machine learning.

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skmoefs

SK-MOEFS is a Python toolbox that enables data scientists to build, train, and evaluate Multi-Objective Evolutionary Fuzzy Systems

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ssi-forest

Semi-supervised isolation forest

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tabnet

PyTorch implementation of TabNet paper : https://arxiv.org/pdf/1908.07442.pdf

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uncertainty-toolbox

A python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

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xgboost-distribution

Probabilistic prediction with XGBoost.

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