BILL 8210		Supervised Deep Learning Methods				4+0+0	4
Level of Course		Post graduate - Special Topics
Department		Computer Engineering
Lecturer		Asst. Prof. Dr. Murat Aykut
Course Syllabus
Week	Subject						Related Notes / Files
Week 1	Intro to Deep Learning, Modular Learning
Week 2	Neural Nets and Backpropogation
Week 3	Shallow Neural Networks
Week 4	Foundations of Convolutional Neural Networks (CNN)
Week 5	Batch Normalization, Parameter / Hyperparameter Tuning in CNN
Week 6	Convolutional Neural Network Architectures
Week 7	Convolutional Neural Network Architectures
Week 8	Recurrent Neural Nets
Week 9	Midterm exam
Week 10	Recurrent Neural Nets
Week 11	Energy-Based Models for Supervised Learning
Week 12	Long Short-Term Memory
Week 13	Transfer Learning
Week 14	Deep Learning with Tensorflow
Week 15	Deep Learning with Tensorflow
Week 16	Final exam