Importerror: cannot import name ‘plot_confusion_matrix’ from ‘sklearn.metrics’ (/usr/local/lib/python3.10/dist-packages/sklearn/metrics/__init__.py)

The error message “importerror: cannot import name ‘plot_confusion_matrix’ from ‘sklearn.metrics'” occurs when trying to import the function ‘plot_confusion_matrix’ from the ‘sklearn.metrics’ module, but it is not available in the version of scikit-learn being used.

The ‘plot_confusion_matrix’ function was introduced in scikit-learn version 0.22, so if you are using an earlier version of scikit-learn, this function will not be available.

To resolve this issue, you have a few options:

  • Update scikit-learn: Upgrade your scikit-learn installation to a version that includes the ‘plot_confusion_matrix’ function. You can do this by running the following command in your terminal:

                    pip install --upgrade scikit-learn
                
  • Use an alternative method: If you are unable to upgrade scikit-learn, you can use alternative methods to visualize confusion matrices. One option is to use the ‘confusion_matrix’ function from ‘sklearn.metrics’ and then visualize the matrix using a library such as ‘matplotlib’. Here’s an example:

                    import matplotlib.pyplot as plt
                    import numpy as np
                    from sklearn.metrics import confusion_matrix
    
                    # Example labels and predictions
                    y_true = np.array([0, 1, 0, 1, 1])
                    y_pred = np.array([0, 0, 1, 1, 1])
    
                    # Compute confusion matrix
                    cm = confusion_matrix(y_true, y_pred)
    
                    # Visualize confusion matrix
                    fig, ax = plt.subplots()
                    im = ax.imshow(cm, interpolation='nearest', cmap=plt.cm.Blues)
                    ax.figure.colorbar(im, ax=ax)
                    ax.set(xticks=np.arange(cm.shape[1]),
                           yticks=np.arange(cm.shape[0]),
                           xlabel='Predicted label',
                           ylabel='True label',
                           title='Confusion Matrix')
                    plt.show()
                

By following these steps, you should be able to resolve the import error and either update scikit-learn or use an alternative method to visualize confusion matrices.

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