Course Information

Course Name	Turkish	Derin Öğrenme
	English	Deep Learning
Course Code	BLG 561E	Credit	Lecture (hour/week)	Recitation (hour/week)	Laboratory (hour/week)
Semester	1	3	3	-	-
Course Language		English
Course Coordinator		Gözde Ünal
Course Objectives		To introduce main techniques in Deep Learning 2. To understand the mathematical principles of optimization and regularization of deep learning methods 3. To be able to design deep neural networks for various problems in artificial intelligence 4. To implement solutions to learning problems using various deep neural network techniques
Course Description		In this course, the following topics are covered in the area of deep learning: Neural Networks and Convolutional Neural Networks, Optimization and Regularization, Supervised and Unsupervised Methods, Discriminative Networks, Training of Networks, Deep Generative Networks, Adversarial methods, Classification applications, Recurrent Neural Networks, Temporal Prediction applications, Advanced deep learning techniques and applications such as Deep Reinforcement Learning.
Course Outcomes
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