Evaluation Metrics

Browse all content tagged with Evaluation Metrics

Glossary

Recall in Machine Learning

Explore recall in machine learning: a crucial metric for evaluating model performance, especially in classification tasks where correctly identifying positive instances is vital. Learn its definition, calculation, importance, use cases, and strategies for improvement.

9 min read
Glossary

ROUGE Score

The ROUGE score is a set of metrics used to evaluate the quality of machine-generated summaries and translations by comparing them to human references. Widely used in NLP, ROUGE measures content overlap and recall, helping assess summarization and translation systems.

9 min read
Glossary

Top-k Accuracy

Top-k accuracy is a machine learning evaluation metric that assesses if the true class is among the top k predicted classes, offering a comprehensive and forgiving measure in multi-class classification tasks.

5 min read

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