Akademik Dersler - İçerik

Weeks	Topics
Week - 1	Introduction, History
Week - 2	The importance and application areas of deep learning
Week - 3	Structure of artificial neural networks
Week - 4	CNN and convolutional layer definition and structure
Week - 5	Layers and architecture of artificial neural networks
Week - 6	Current and successful architectures
Week - 7	Smote and data augmentation techniques
Week - 8	Midterm
Week - 9	Image preprocessing in deep learning
Week - 10	Unbalanced classification and its prevention methods
Week - 11	Designing and implementing a deep learning architecture
Week - 12	Deep learning application with public data sets
Week - 13	Success metrics and calculation methods
Week - 14	The importance of the class activation map and calculation methods