Huddy2022 / milestone-project-mildew-detection-in-cherry-leaves

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USER STORY: Model optimization V6 #25

Closed Huddy2022 closed 1 year ago

Huddy2022 commented 1 year ago

As a data scientist I want to train the CNN model using the pre-processed dataset with re-sizes images 100 x 100 and optimize the hyperparameters min value 128, max value 256, step 32, filters 32, 64 & 128, dropout 0.3, with values 1e-3, 1e-4, 1e-5, on a Relu activation, loss of binary_crossentropy, add regularizers L1, L2 & none, but also add Batchnormalization on all Conv2D to achieve the best performance, so that the model can accurately classify cherry leaves as healthy or containing powdery mildew.