The University of Cyprus's MSc Deep Learning is part of the Master programmes in Artificial Intelligence 4 Careers in Europe (MAI4CAREU). One of Master's programme's courses, MAI642 - Deep Learning is split up into several lectures and is taught by Associate Professor Theocharis Theocharides. The fifth lecture on 'Convolutional Neural Networks' follows the first four lectures on ‘Introduction to Deep Learning’ and ‘Fundamentals of Deep Learning’, and ‘Mathematics of Deep Learning’ and 'Principles of Deep Neural Networks'. 

This lecture focuses on Convolutional Neural Networks, and in particular :

• What are Convolutional Neural Networks

• DEEP Convolutional Neural Networks

• Mathematics of Convolution

Professor Theocharides also provides books and reading material at the beginning of the lecture for further learning.

Course content and schedule 

The MAI642 - Deep Learning course is spread out over 13 weeks of lectures, which are split into 13 lectures covering 4 broader topics: 

• Week 1-3: Basics 

• Week 4: Fundamentals of Deep (Convolutional) Learning 

• Week 5-9: Deep Neural Networks – Deep into deep learning 

• Week 10-13: Emerging Deep Learning research and applications The course then wraps up with a comprehensive final exam.