List: Performance Metrics for Machine Learning Models in Python | Curated by Dr. Alvin Ang

Nov 13, 2024

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Performance Metrics for Machine Learning Models in PythonRegression Metrics: 
- R2
- MSE

Classification Metrics:
- Confusion Matrix
- Accuracy
- Precision
- Recall
- Specficity
- F1 score
- ROC / AUC
- PR Curve
- Classification Report
In
GoPenAI
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Dr. Alvin Ang
Accuracy vs ROC AUC — when to use which?Part 9b of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Nov 13, 2024
Nov 13, 2024
Dr. Alvin Ang
Balanced vs Imbalanced DatasetsPart 3b of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Nov 12, 2024
Nov 12, 2024
PART 11
In
Dev Genius
by
Dr. Alvin Ang
The Classification ReportPart 11 of Performance Metrics for Machine Learning Models by Dr. Alvin Ang
Jul 19, 2023
Jul 19, 2023
PART 10
In
Dev Genius
by
Dr. Alvin Ang
PR CurvePart 10 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 19, 2023
Jul 19, 2023
PArt 9
In
Dev Genius
by
Dr. Alvin Ang
ROC AUCPart 9a of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 19, 2023
Jul 19, 2023
PART 8
In
Dev Genius
by
Dr. Alvin Ang
F1 ScorePart 8 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 18, 2023
Jul 18, 2023
PART 7
In
Dev Genius
by
Dr. Alvin Ang
Specificity ScorePart 7 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 18, 2023
Jul 18, 2023
PART 6
In
Dev Genius
by
Dr. Alvin Ang
RecallPart 6 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 18, 2023
Jul 18, 2023
PART 5
In
Dev Genius
by
Dr. Alvin Ang
PrecisionPart 5 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 18, 2023
Jul 18, 2023
PART 4
In
Dev Genius
by
Dr. Alvin Ang
AccuracyPart 4 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 18, 2023
Jul 18, 2023
PART 3
In
Dev Genius
by
Dr. Alvin Ang
Confusion MatrixPart 3a of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang
Jul 18, 2023
Jul 18, 2023
PART 2
In
Dev Genius
by
Dr. Alvin Ang
R²Part 2 of Performance Metrics for Machine Learning Models (Regression Metrics) by Dr. Alvin Ang
Jul 17, 2023
Jul 17, 2023
part 1
In
Dev Genius
by
Dr. Alvin Ang
Mean Squared Error (MSE)Part 1 of Performance Metrics for Machine Learning Models (Regression Metrics) by Dr. Alvin Ang
Jul 16, 2023
Jul 16, 2023

Performance Metrics for Machine Learning Models in Python

Regression Metrics: - R2 - MSE Classification Metrics: - Confusion Matrix - Accuracy - Precision - Recall - Specficity - F1 score - ROC / AUC - PR Curve - Classification Report

Accuracy vs ROC AUC — when to use which?

Part 9b of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

Balanced vs Imbalanced Datasets

Part 3b of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

The Classification Report

Part 11 of Performance Metrics for Machine Learning Models by Dr. Alvin Ang

PR Curve

Part 10 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

ROC AUC

Part 9a of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

F1 Score

Part 8 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

Specificity Score

Part 7 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

Recall

Part 6 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

Precision

Part 5 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

Accuracy

Part 4 of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

Confusion Matrix

Part 3a of Performance Metrics for Machine Learning Models (Classification Metrics) by Dr. Alvin Ang

R²

Part 2 of Performance Metrics for Machine Learning Models (Regression Metrics) by Dr. Alvin Ang

Mean Squared Error (MSE)

Part 1 of Performance Metrics for Machine Learning Models (Regression Metrics) by Dr. Alvin Ang

Dr. Alvin Ang