German Traffic Sign Recognition
This is one of my personal projects, used so I can learn more about this particular subject.
This is my take on a competition long ago closed, but that is still relevant as a beginners project of machine learning and multiclass classification.
My project was built using Tensorflow 2.0 with the built-in Keras framework. The architecture of my network is a simple CNN with multiple groups of two convolutional layers and one max pooling, I used intercalated dropout layers to dimish the overfitting of the model. It as a 97% accuracy in the test group.
As a necessity, I coded two scripts to create three groups from the main data set (training, validation, and test).
The source code is disposed in my github and the dataset dataset used can be acessed in link.