List: Explainable ML | Curated by Iqbal Rahmadhan | Medium

Iqbal Rahmadhan

Mar 1, 2024

8 stories

Explainable ML

In

TDS Archive

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Vinícius Trevisan

Using SHAP Values to Explain How Your Machine Learning Model Works

Learn to use a tool that shows how each feature affects every prediction of the model

Jan 17, 2022

Using SHAP Values to Explain How Your Machine Learning Model Works

Jan 17, 2022

In

TDS Archive

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Vassily Morozov

Unlocking Insights: Building a Scorecard with Logistic Regression

After a credit card? An insurance policy? Ever wondered about the three-digit number that shapes these decisions?

Feb 15, 2024

Unlocking Insights: Building a Scorecard with Logistic Regression

Feb 15, 2024

In

Dataman in AI

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Chris Kuo/Dr. Dataman

Explain Your Model with the SHAP Values

Use the SHAP Values to Explain Any Complex ML Model

Sep 14, 2019

Explain Your Model with the SHAP Values

Sep 14, 2019

In

TDS Archive

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Lina Faik

How can Machine Learning algorithms include better Causality?

In recent years, machine learning algorithms have known a great success. Thanks to the availability of important amount of data and the…

Apr 22, 2020

How can Machine Learning algorithms include better Causality?

Apr 22, 2020

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TDS Archive

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Dipanjan (DJ) Sarkar

Hands-on Machine Learning Model Interpretation

A comprehensive guide to interpreting machine learning models

Dec 13, 2018

Hands-on Machine Learning Model Interpretation

Dec 13, 2018

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TDS Archive

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Moto DEI

Three Model Explanability Methods Every Data Scientist Should Know

Permutation importance and partial dependence plot new version of scikit-learn 0.22 supports (celebration🎉!) and SHAP as a bonus.

Dec 18, 2019

Three Model Explanability Methods Every Data Scientist Should Know

Dec 18, 2019

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TDS Archive

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Scott Lundberg

Be Careful When Interpreting Predictive Models in Search of Causal Insights

A careful exploration of the pitfalls of trying to extract causal insights from modern predictive machine learning models.

May 17, 2021

Be Careful When Interpreting Predictive Models in Search of Causal Insights

May 17, 2021

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Iqbal Rahmadhan
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Data Analyst with 4+ years of experience. Write about data & analytics technical tutorial, and also sharing the learning.
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