Nursing
Bachelor	TR-NQF-HE: Level 6	QF-EHEA: First Cycle	EQF-LLL: Level 6

Course Introduction and Application Information

Course Code:

UNI220

Course Name:

Machine Learning and Data Science

Semester:

Fall
Spring

Course Credits:

ECTS

Language of instruction:

Turkish

Course Condition:

Does the Course Require Work Experience?:

Type of course:

University Elective

Course Level:

Bachelor

TR-NQF-HE:6. Master`s Degree

QF-EHEA:First Cycle

EQF-LLL:6. 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) Based on the qualifications gained in secondary education; Understand the concepts and concepts related to the field of health at the undergraduate level, and have advanced theoretical and practical knowledge supported by textbooks, application tools and other sources of current information in the field of health.
2) Knowledge of nature, source, limits, accuracy, reliability and validity of knowledge.
3) Uses the field-specific, advanced theoretical and factual knowledge acquired at the undergraduate level.
4) Interprets, evaluates, identifies, analyzes, shares information and makes team work by using the advanced knowledge and skills acquired in the field of health.
5) Use computer programs, related technologies and educational tools related to the field of health.
6) Carries out a study independently by using his advanced knowledge on the field of health and takes responsibility as a team member in cooperation with other professional groups working in this field.
7) Takes responsibility as an individual and team member to solve complex and unpredictable problems encountered in applications related to health field.
8) Plans, manages and monitors and evaluates the activities for the development of the employees working under their responsibility.
9) Evaluates the advanced knowledge and skills acquired in the field of health with a critical approach.
10) Identifies learning needs and learning resources, and directs the learning function by using resources effectively.
11) Develops a positive attitude towards life-long learning and transforms it into behavior.
12) Informs relevant persons and institutions on health related issues; conveys their thoughts and suggestions for solutions to problems in written and orally, and takes their opinions, requests and expectations.
13) He / she shares his / her thoughts and suggestions for solutions to the problems with the experts and non-experts in teamwork and as an active member of the process by supporting them with quantitative and qualitative data.
14) Organize and implement projects and activities in cooperation with other professional groups for the social environment with a sense of social responsibility.
15) Follow the information in his / her field and communicate with colleagues by using a foreign language at least at European Language Portfolio B1 General Level.
16) Uses information and communication technologies together with computer software at the Advanced Level of European Computer Driving License required by the field.
17) Monitor and evaluate the events / developments on the agenda of the society and the world in the field of health.
18) Expresses himself / herself effectively verbally and in writing.
19) It cooperates with people from related disciplines and acts in accordance with social, scientific, cultural and ethical values in the stages of gathering, interpreting, implementing and announcing the data related to the field of health.
20) Acts and participates in Quality Management and Processes.
21) Has enough consciousness about the individual and public health, environmental protection and occupational safety.
22) It acts in accordance with laws, regulations, legislation and professional ethics rules related to its duties, rights and responsibilities as individuals.
23) Its appearance, attitude, attitude and behavior make it an example for society.
24) Have the knowledge of understanding the structure, physiological functions, behaviors of healthy and sick individuals and the relationship between health and physical and social environment at advanced level.
25) Has the ability of health personnel to participate in practice training and working experience with these staff.
26) It has an adequate clinical experience by conducting clinical practices in areas where it is planned in accordance with the essence and purpose of the program and supervised by qualified authorities in its field.
27) Has experience in working with other health disciplines.
28) He / she has sufficient experience to use professional autonomy in international standards and to make clinical applications in program creation, planning, execution and evaluation.

Course - Learning Outcome Relationship

No Effect	1 Lowest	2 Average	3 Highest

	Program Outcomes	Level of Contribution
1)	Based on the qualifications gained in secondary education; Understand the concepts and concepts related to the field of health at the undergraduate level, and have advanced theoretical and practical knowledge supported by textbooks, application tools and other sources of current information in the field of health.
2)	Knowledge of nature, source, limits, accuracy, reliability and validity of knowledge.
3)	Uses the field-specific, advanced theoretical and factual knowledge acquired at the undergraduate level.
4)	Interprets, evaluates, identifies, analyzes, shares information and makes team work by using the advanced knowledge and skills acquired in the field of health.
5)	Use computer programs, related technologies and educational tools related to the field of health.
6)	Carries out a study independently by using his advanced knowledge on the field of health and takes responsibility as a team member in cooperation with other professional groups working in this field.
7)	Takes responsibility as an individual and team member to solve complex and unpredictable problems encountered in applications related to health field.
8)	Plans, manages and monitors and evaluates the activities for the development of the employees working under their responsibility.
9)	Evaluates the advanced knowledge and skills acquired in the field of health with a critical approach.
10)	Identifies learning needs and learning resources, and directs the learning function by using resources effectively.
11)	Develops a positive attitude towards life-long learning and transforms it into behavior.
12)	Informs relevant persons and institutions on health related issues; conveys their thoughts and suggestions for solutions to problems in written and orally, and takes their opinions, requests and expectations.
13)	He / she shares his / her thoughts and suggestions for solutions to the problems with the experts and non-experts in teamwork and as an active member of the process by supporting them with quantitative and qualitative data.
14)	Organize and implement projects and activities in cooperation with other professional groups for the social environment with a sense of social responsibility.
15)	Follow the information in his / her field and communicate with colleagues by using a foreign language at least at European Language Portfolio B1 General Level.
16)	Uses information and communication technologies together with computer software at the Advanced Level of European Computer Driving License required by the field.
17)	Monitor and evaluate the events / developments on the agenda of the society and the world in the field of health.
18)	Expresses himself / herself effectively verbally and in writing.
19)	It cooperates with people from related disciplines and acts in accordance with social, scientific, cultural and ethical values in the stages of gathering, interpreting, implementing and announcing the data related to the field of health.	1
20)	Acts and participates in Quality Management and Processes.
21)	Has enough consciousness about the individual and public health, environmental protection and occupational safety.	1
22)	It acts in accordance with laws, regulations, legislation and professional ethics rules related to its duties, rights and responsibilities as individuals.
23)	Its appearance, attitude, attitude and behavior make it an example for society.	1
24)	Have the knowledge of understanding the structure, physiological functions, behaviors of healthy and sick individuals and the relationship between health and physical and social environment at advanced level.
25)	Has the ability of health personnel to participate in practice training and working experience with these staff.
26)	It has an adequate clinical experience by conducting clinical practices in areas where it is planned in accordance with the essence and purpose of the program and supervised by qualified authorities in its field.	1
27)	Has experience in working with other health disciplines.
28)	He / she has sufficient experience to use professional autonomy in international standards and to make clinical applications in program creation, planning, execution and evaluation.	1

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