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W Brett Kennedy

Featured Book

Outlier Detection in Python

Outlier Detection in Python

Outlier detection in python. Covers algorithms, explainability, ensembles, testing, managing ongoing projects.

2024

Stories

W Brett Kennedy
in
Towards Data Science

A Simple Example Using PCA for Outlier Detection

Improve accuracy, speed, and memory usage by performing PCA transformation before outlier detection

6d ago

A Simple Example Using PCA for Outlier Detection

6d ago

W Brett Kennedy
in
Towards Data Science

An Introduction to Using PCA for Outlier Detection

A surprisingly effective means to identify outliers in numeric data

Oct 22

An Introduction to Using PCA for Outlier Detection

Oct 22

W Brett Kennedy
in
Towards Data Science

FormulaFeatures: A Tool to Generate Highly Predictive Features for Interpretable Models

Create more interpretable models by using concise, highly predictive features, automatically engineered based on arithmetic combinations of…

Oct 6

FormulaFeatures: A Tool to Generate Highly Predictive Features for Interpretable Models

Oct 6

W Brett Kennedy
in
Towards Data Science

Shared Nearest Neighbors: A More Robust Distance Metric

A distance metric that can improve prediction, clustering, and outlier detection in datasets with many dimensions and with varying…

Sep 19

Shared Nearest Neighbors: A More Robust Distance Metric

Sep 19

W Brett Kennedy
in
Towards Data Science

Achieve Better Classification Results with ClassificationThresholdTuner

A python tool to tune and visualize the threshold choices for binary and multi-class classification problems

Sep 7

Achieve Better Classification Results with ClassificationThresholdTuner

Sep 7

W Brett Kennedy
in
Towards Data Science

Distance Metric Learning for Outlier Detection

An outlier detection method that determines a relevant distance metric between records

Aug 20

Distance Metric Learning for Outlier Detection

Aug 20

W Brett Kennedy
in
Towards Data Science

Create Stronger Decision Trees with bootstrapping and genetic algorithms

A technique to better allow decision trees to be used as interpretable models

Aug 9

Create Stronger Decision Trees with bootstrapping and genetic algorithms

Aug 9

W Brett Kennedy
in
Towards Data Science

Doping: A Technique to Test Outlier Detectors

Using well-crafted synthetic data to compare and evaluate outlier detectors

Jul 9

Doping: A Technique to Test Outlier Detectors

Jul 9

W Brett Kennedy
in
Towards Data Science

Counts Outlier Detector: Interpretable Outlier Detection

An interpretable outlier detector based on multi-dimensional histograms.

Jun 19

Counts Outlier Detector: Interpretable Outlier Detection

Jun 19

W Brett Kennedy
in
Towards Data Science

PRISM-Rules in Python

A simple python rules-induction system

Jun 2

PRISM-Rules in Python

Jun 2

W Brett Kennedy

W Brett Kennedy

Book Author

Author of Outlier Detection in Python. www.linkedin.com/in/wbkenn/, github.com/Brett-Kennedy, www.manning.com/books/outlier-detection-in-python

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