The diabetic retinopathy dataset 

The dataset for the building the Diabetic Retinopathy detection application is obtained from Kaggle and can be downloaded from following the link: https://www.kaggle.com/c/ classroom-diabetic-retinopathy-detection-competition/data.

Both the training and the holdout test datasets are present within the train_dataset.zip file, which is available at the preceding link.

We will use the labeled training data to build the model through cross-validation. We will evaluate the model on the holdout dataset.

Since we are dealing with class prediction, accuracy will be a useful validation metric. Accuracy is defined as follows:

Here, c is the number of correctly classified samples, and N is the total number of evaluated ...

Get Intelligent Projects Using Python now with O’Reilly online learning.

O’Reilly members experience live online training, plus books, videos, and digital content from 200+ publishers.