Evaluate The Results

Lesson 10 of 15

Now let’s evaluate the quality of the model by comparing the predictions made on the 20% test data to the actual diagnoses, and calculate the binary classification evaluation metrics.

So imagine you walk into a hospital with chest pain and ask an AI doctor for a diagnosis. What level of accuracy would you consider acceptable?

...

Please provide your access code to unlock and read the remainder of this lesson. Your code will be securely stored in your browser, so you only need to enter it once. If you do not have an access code for this lab, you can get one here.

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
Previous Lesson Next Lesson