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Language of Instruction
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English
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Level of Course Unit
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Doctorate's Degree
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Department / Program
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BIOENGINEERING
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Type of Program
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Formal Education
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Type of Course Unit
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Elective
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Course Delivery Method
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Face To Face
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Objectives of the Course
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This course aims to introduce some of the fundamental machine learning problems with their connection with basic mathematical concepts.
- Providing fundamental knowledge of mathematical concepts in linear algebra, analytical geometry and calculus and skills to manipulate them.
- Introducing fundamental machine learning problems.
- Building a bridge between basic mathematics and complex machine learning problems.
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Course Content
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In this series of lectures, we explore the deep link between mathematics and fundamental machine learning concepts. Firstly, we introduce/highlight some basic mathematical tools and then employ these concepts to present and solve some well-known machine learning problems. By the end of the semester, the students will be able to demonstrate an understanding of fundamental machine learning problems as well as their presentation in mathematical language
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Course Methods and Techniques
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Face to face LEcture
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Prerequisites and co-requisities
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None
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Course Coordinator
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None
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Name of Lecturers
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Instructor Dr. Uğur Kayaş https://avesis.agu.edu.tr/ugur.kayas ugur.kayas@agu.edu.tr
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Assistants
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None
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Work Placement(s)
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No
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Recommended or Required Reading
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Resources
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Convex Optimization, Cambridge University Press, by Stephen Boyd and Lieven Vandenberghe; Pattern recognition and machine learning. Springer, by Christopher M Bishop
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Course Notes
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Text Book: Mathematics for Machine Learning, Cambridge University Press, by Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong
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Documents
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https://aguedutr-my.sharepoint.com/:f:/g/personal/ugur_kayas_agu_edu_tr/EgaEXzMLoP9Ikf8FlGEJFr4Bn4IbWM9TyQO_a1NkxiWv1A?e=iISeoO
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Assignments
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https://aguedutr-my.sharepoint.com/:f:/g/personal/ugur_kayas_agu_edu_tr/EgaEXzMLoP9Ikf8FlGEJFr4Bn4IbWM9TyQO_a1NkxiWv1A?e=iISeoO
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Exams
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https://aguedutr-my.sharepoint.com/:f:/g/personal/ugur_kayas_agu_edu_tr/EgaEXzMLoP9Ikf8FlGEJFr4Bn4IbWM9TyQO_a1NkxiWv1A?e=iISeoO
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Course Category
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Mathematics and Basic Sciences
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%75
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Engineering
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%25
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Engineering Design
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%0
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Social Sciences
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%0
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Education
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%0
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Science
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%0
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Health
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%0
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Field
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%0
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