Module 1 - Introduction to Deep Learning

• Introduction to Deep Learning

• Biological Neural Networks

• Artificial Neural Networks - Forward Propagation

Module 2 - Artificial Neural Networks

• Gradient Descent

• Backpropagation

• Vanishing Gradient

• Activation Functions

Module 3 - Deep Learning Libraries

• Introduction to Deep Learning Libraries

• Regression Models with Keras

• Classification Models with Keras

Module 4 - Deep Learning Models

• Shallow and Deep Neural Networks

• Convolutional Neural Networks

• Recurrent Neural Networks

• Autoencoders

Module 5 - Course Assignment