Closed Arihant-Bhandari closed 4 months ago
Our team will soon review your PR. Thanks @Arihant-Bhandari :)
hi @abhisheks008 i wanted to know if i should completely change the README file, since someone worked on it yesterday, and it is signed off with their name, should i keep mine in tandem or delete theirs and add mine, i wanted to know before finalizing on it.
hi @abhisheks008 i wanted to know if i should completely change the README file, since someone worked on it yesterday, and it is signed off with their name, should i keep mine in tandem or delete theirs and add mine, i wanted to know before finalizing on it.
Put it like this,
README Enhanced by,
We should give credit to the contributor who enhanced and corrected the README earlier.
Pull Request for DL-Simplified š”
Issue Title : [Model Enhancement]: Colour Detection using DL
Closes: #529 [Model Enhancement]: Colour Detection using DL
Describe the add-ons or changes you've made š
i have enchanced the previous model by adding the new image loading function from keras.utils, Attention mechanism, using ELU instead of ReLU due to its better functionality, made the problem into a multi-class classification model with softmax implementation, used the optimizer Nadam with lr = 0.01, displayed the first 32 kernels based on the images, saved and included the best model as part of the PR.
Type of change āļø
What sort of change have you made:
How Has This Been Tested? āļø
The model was tested on Accuracxy, Precision, F1-score, Recall and confusion matrtix:
Accuracy: 0.94
Precision: 0.9565476190476192
Recall: 0.9514285714285714
F1 Score: 0.95005439005439
Confusion Matrix: [[6 0 0 0 1 0 0 0 0 0] [0 4 0 0 0 0 0 0 0 0] [0 0 7 0 0 0 0 0 0 0] [0 0 0 2 0 0 0 0 0 0] [0 0 0 0 6 0 0 0 0 0] [0 0 0 0 0 4 0 0 0 1] [0 0 1 0 0 0 6 0 0 0] [0 0 0 0 0 0 0 5 0 0] [0 0 0 0 0 0 0 0 2 0] [0 0 0 0 0 0 0 0 0 5]]
Checklist: āļø