Classification algorithm in machine learning


F-1 Score F-1 Score is the harmonic mean of Precision and Recall


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Machine Learning classification

F-1 Score
F-1 Score is the harmonic mean of Precision and Recall. This gives equal weight to type I and type II errors. The formula is as follows:

When positive and negative targets are unevenly distributed in the data set The F-1 Score is one of the most accurate measurements.
Use cases of classification algorithms.
Classification algorithms can be used in different places. Below are some popular use cases of classification algorithms:

  • Detect email spam

  • Speech recognition

  • Detection of cancer tumor cells.

  • Classification of drugs

  • Biometric identification etc.

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