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Professor Ernesto Lee

Artificial Intelligence

18

Jun'21

ROC and AUC — How to Evaluate Machine Learning Models in No Time

With hands-on examples. Model evaluation is an essential step in the design cycle of a machine learning system. Most of …

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17

Jun'21

LIME vs. SHAP: Which is Better for Explaining Machine Learning Models?

Two of the most popular Explainers compared Today, training an accurate model is not enough for its successful deployment. You …

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29

May'21

LIME: How to Interpret Machine Learning Models with Python

Making machine learning models easy to explain Introduction to Interpretable Machine Learning Models Interpretability of a machine learning model is …

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29

May'21

SHAP: How to Interpret Machine Learning Models with Python

Explaining machine learning with a single function call Black-box machine learning models are a thing of the past. To deploy …

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18

May'21

3 Essential Ways to Calculate Feature Importance in Python

Feature importance refers to a score assigned to an input feature (variable) of a machine learning model depending upon its …

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16

May'21

Logistic Regression from Scratch in Python

Classification is an important area in machine learning and data mining, and it falls under the concept of supervised machine …

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