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Aravind's Projects

adanet icon adanet

Fast and flexible AutoML with learning guarantees.

bayesboost icon bayesboost

Bayesian Optimization using xgboost and sklearn API

corr_graph icon corr_graph

Short example for creating a correlation graph with Pandas and Gephi.

eli5 icon eli5

A library for debugging/inspecting machine learning classifiers and explaining their predictions

hyperopt icon hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

imbalanced-learn icon imbalanced-learn

Python module to perform under sampling and over sampling with various techniques.

influence_boosting icon influence_boosting

Supporting code for the paper "Finding Influential Training Samples for Gradient Boosted Decision Trees"

missingno icon missingno

Missing data visualization module for Python.

neuralmonkey icon neuralmonkey

An open-source tool for sequence learning in NLP built on TensorFlow.

nuance icon nuance

Visualization ideas for data science

py_d3 icon py_d3

D3 block magic for Jupyter notebook.

pydqc icon pydqc

python automatic data quality check toolkit

rulefit icon rulefit

Python implementation of the rulefit algorithm

shap icon shap

A unified approach to explain the output of any machine learning model.

sklearn-expertsys icon sklearn-expertsys

Highly interpretable classifiers for scikit learn, producing easily understood decision rules instead of black box models

tsfresh icon tsfresh

Automatic extraction of relevant features from time series:

yellowbrick icon yellowbrick

Visual analysis and diagnostic tools to facilitate machine learning model selection.

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