Oral and Dental Health
Associate	TR-NQF-HE: Level 5	QF-EHEA: Short Cycle	EQF-LLL: Level 5

Course Introduction and Application Information

Course Code:

UNI220

Course Name:

Machine Learning and Data Science

Semester:

Spring

Course Credits:

ECTS

Language of instruction:

Turkish

Course Condition:

Does the Course Require Work Experience?:

Type of course:

University Elective

Course Level:

Associate

TR-NQF-HE:5. Master`s Degree

QF-EHEA:Short Cycle

EQF-LLL:5. Master`s Degree

Mode of Delivery:

E-Learning

Course Coordinator:

Dr. Öğr. Üy. ALPER ÖNER

Course Lecturer(s):

Ferzat Anka

Course Assistants:

Course Objective and Content

Course Objectives:	The aim of the course is to provide students with information on basic techniques and methods in artificial learning and to enable students to have the ability to use artificial learning methods in solving practical problems. At the same time, it is to understand the importance of machine learning in today's application areas.
Course Content:	Machine learning basic concepts and methods. Problem solving using machine learning; methods using and not using problem information. Data analysis, To examine various algorithms. To explain the importance of artificial intelligence methods in different fields with examples

Learning Outcomes

The students who have succeeded in this course;
1) • Recognize the problems that can be solved by machine learning methods.
2) • Understanding the importance of artificial intelligence in solving various problems
3) • Can choose the appropriate machine learning method for the given problem.
4) • Can solve the given problem with the appropriate machine learning method.
5) • Knows the ways of representing information, its advantages and disadvantages.

Course Flow Plan

Week	Subject	Related Preparation
1)	Machine learning history and philosophy
2)	Basic concepts
3)	Basic concepts-Intelligent Agents
4)	Introduction to machine learning and problem solving and search algorithms
5)	Expert systems and machine learning
6)	Optimization methods in machine learning
7)	Homework-Presentation
8)	Homework-Presentation
9)	Homework-Presentation
10)	Data science and analysis
11)	Machine learning
12)	Data science and methods
13)	Machine learning
14)	Search algorithms and their importance (Definite, greedy, heuristic, meta-heuristic)

Sources

Course Notes / Textbooks:

• Stuart Russell and Peter Norvig, Artificial Intelligence: A Modern Approach, Third Ed., Prentice Hall, 2010,
• Michael Negnevitsky, Artificial Intelligence: A Guide to Intelligent Systems (3rd Edition) 3rd Edition
• Vasif Nabiyev, Yapay Zeka: İnsan ve Bilgisayar Etkileşimi 4. Baskı
• Yalçin Özkan, Veri Madenciliği Yöntemleri, Papatya, 2008
• Cemalettin Kubat, Matlab Yapay Zeka ve Mühendislik uygulamaları, Pusula, 2009
• İlker Arslan, R ile İstatistiksel Programlama, Pusula, 2020
• Zafer Demirkol, Herkes İçin Yapay Zeka, Genç Destek, 2021
• S.Nematzadeh et al. Rationalized Statistics for Biosciences Analysing bioinformatics data using the R, LAP Publishing, 2021

References:

Course - Program Learning Outcome Relationship

Course Learning Outcomes	1	2	3	4	5
Program Outcomes
1) He/ She has a basic level of theoretical and practical knowledge about oral and dental health.
2) He/ She knows and applies the ethical principles and rules in the field.
3) He/ She participate in sterilization and disinfection studies.
4) He/ She carries out the assigned task independently by using its basic knowledge about oral and dental health field and when it encounters an unpredictable situation, he/she takes responsibility and develops solutions.
5) He/ She has the awareness of lifelong learning and directs his/her education to an advanced level of education in the same field or to a profession at the same level.
6) He/ She evaluates the basic knowledge and skills acquired in the field of Oral and Dental Health with a critical approach; determine learning needs and direct their learning.
7) He/ She is sensitive to the events on the agenda of the community and the world about Oral and Dental Health and follows the developments, informs the related persons and institutions by using the basic knowledge and skills in these subjects.
8) He/ She communicates effectively,
9) He/ She follows information in the field by using a foreign language at least at the level of European Language Portfolio A2 General Level.
10) He/ She use computer software and information and communication technologies at the basic level of European Computer Driving License required by the field.
11) He/ She contributes to social, scientific, cultural and ethical values in the stages of collecting, interpreting, applying and announcing the data related to Oral and Dental Health field.
12) He/ She behaves and participates in the quality management and processes.
13) He/ She has enough awareness about individual and public health, environmental protection and occupational safety.
14) He/ She develops himself/ herself by following the developments in science and technology related to his field with the awareness of the necessity of lifelong learning.
15) His/ Her appearance, attitude, attitude and behavior make it an example for society.
16) Has basic theoretical and applied knowledge about Oral and Dental Health. Knows the ethical principles and rules of oral and dental health.

Course - Learning Outcome Relationship

No Effect	1 Lowest	2 Average	3 Highest

	Program Outcomes	Level of Contribution
1)	He/ She has a basic level of theoretical and practical knowledge about oral and dental health.
2)	He/ She knows and applies the ethical principles and rules in the field.
3)	He/ She participate in sterilization and disinfection studies.
4)	He/ She carries out the assigned task independently by using its basic knowledge about oral and dental health field and when it encounters an unpredictable situation, he/she takes responsibility and develops solutions.
5)	He/ She has the awareness of lifelong learning and directs his/her education to an advanced level of education in the same field or to a profession at the same level.
6)	He/ She evaluates the basic knowledge and skills acquired in the field of Oral and Dental Health with a critical approach; determine learning needs and direct their learning.
7)	He/ She is sensitive to the events on the agenda of the community and the world about Oral and Dental Health and follows the developments, informs the related persons and institutions by using the basic knowledge and skills in these subjects.
8)	He/ She communicates effectively,
9)	He/ She follows information in the field by using a foreign language at least at the level of European Language Portfolio A2 General Level.
10)	He/ She use computer software and information and communication technologies at the basic level of European Computer Driving License required by the field.
11)	He/ She contributes to social, scientific, cultural and ethical values in the stages of collecting, interpreting, applying and announcing the data related to Oral and Dental Health field.
12)	He/ She behaves and participates in the quality management and processes.
13)	He/ She has enough awareness about individual and public health, environmental protection and occupational safety.
14)	He/ She develops himself/ herself by following the developments in science and technology related to his field with the awareness of the necessity of lifelong learning.
15)	His/ Her appearance, attitude, attitude and behavior make it an example for society.
16)	Has basic theoretical and applied knowledge about Oral and Dental Health. Knows the ethical principles and rules of oral and dental health.

Assessment & Grading

Semester Requirements	Number of Activities	Level of Contribution
Presentation	1	% 40
Final	1	% 60
total		% 100
PERCENTAGE OF SEMESTER WORK		% 40
PERCENTAGE OF FINAL WORK		% 60
total		% 100

Workload and ECTS Credit Calculation

Activities	Number of Activities	Workload
Course Hours	16	48
Study Hours Out of Class	16	53
Presentations / Seminar	5	10
Final	1	2
Total Workload		113