/dl_tutorial

Some deep learning models implemented by me.

Primary LanguageJupyter Notebook

DL_models

  • This is a basic ann created for the fashion_mnist dataset provided by tensorflow.keras. The Accuracy of the model is on a moderate level since I'm still learning about the different methods to boost the performance of a model. This model unfortunately doesn't use any regularizations :| .
  • This also contains ANN for the CIFAR_10 dataset(yes I should have used a CNN), the accuracy is decent enough.
  • Also included a Xcception model based on transfer learning method already implemented in keras, the accuracy needs to be improved though :/ since the overall dataset is a bit small.
  • I have also trianed an artificial Neural network on an Audio Dataset by passing the MelFrequency Cepstral Coefficients to the ANN Model for audio classifcation.