Understanding evaluation metrics for classification and regression

My sincere apologies for the long pause in writing.

Some important references to understand the standard evaluation metrics used to assess the performance of any classification and regression models.

Evaluation metrics for regression problems

i. Binary classification

1. Performance metrics for binary classifier (in simple words) | by Irene P | Towards Data Science
2. More Performance Evaluation Metrics for Classification Problems You Should Know — KDnuggets
3. What nobody tells you about binary classification metrics | by Arnaldo Gualberto | Analytics Vidhya | Medium
4. Evaluation Metrics for Classification Models | by Shweta Goyal | Analytics Vidhya | Medium
5. https://neptune.ai/blog/evaluation-metrics-binary-classification
6. Model Performance Metrics for Binary Classification | Data Science Projects with Python — Second Edition (packtpub.com)

ii. Multi class classification

1. Evaluation Metrics For Multi-class Classification | Kaggle
2. https://towardsdatascience.com/comprehensive-guide-on-multiclass-classification-metrics-af94cfb83fbd
3. Performance Measures for Multi-Class Problems — Data Science Blog: Understand. Implement. Succed.
4. Metrics for Multi-Class Classification: an Overview — arXiv Vanity (arxiv-vanity.com)
5. Which metrics are used to evaluate a multiclass classification model’s performance? (pi.exchange)

iii. Multi label classification

1. Evaluating Multi-label Classifiers | by Aniruddha Karajgi | Towards Data Science
2. Multi Label Model Evaluation | Kaggle
3. Experimental Design, Multi-class classification, Multi-label classification, and Evaluation Metrics (umbc.edu)

Evaluation metrics for regression models:

1. Evaluation Metrics for Regression Models in Machine Learning (enjoyalgorithms.com)
2. Evaluation Metrics for Regression Models | by Shweta Goyal | Analytics Vidhya | Medium
3. A Complete List of Metrics for Evaluation of Regression Models — (qualdo.ai)
4. Evaluate the Performance of a Regression Model — Improve the Performance of a Machine Learning Model — OpenClassrooms
5. Evaluation Metrics For ML Regression Models | Kaggle
6. Evaluation Metrics for Your Regression Model — Analytics Vidhya

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From the next article let us enter into the series of “All you need to know” about each learning model.

Keep learning and stay healthy✌