Keras: Deep Learning in Python

Description

In this course, you will :

• Use Keras for classification and regression in typical data science problems

• Use Keras for image classification

• Define Convolutional neural networks

• Train LSTM models for sequences

• Process the data in order to achieve to the specific shape that Keras expects for each problem

• Code neural networks directly in Theano using tensor multiplications

• Understand what are the different layers that we have in Keras

• Design neural networks that mitigate the effect of overfitting using specific layers

• Understand how backpropagation and stochastic gradient descent work