Child Development | |||||
Associate | TR-NQF-HE: Level 5 | QF-EHEA: Short Cycle | EQF-LLL: Level 5 |
Course Code: | UNI220 | ||||
Course Name: | Machine Learning and Data Science | ||||
Semester: | Fall | ||||
Course Credits: |
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Language of instruction: | Turkish | ||||
Course Condition: | |||||
Does the Course Require Work Experience?: | No | ||||
Type of course: | University Elective | ||||
Course Level: |
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Mode of Delivery: | E-Learning | ||||
Course Coordinator: | Dr. Öğr. Üy. ALPER ÖNER | ||||
Course Lecturer(s): | Ferzat Anka | ||||
Course Assistants: |
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 |
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. |
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) |
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: | • 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 |
Course Learning Outcomes | 1 |
2 |
3 |
4 |
5 |
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Program Outcomes | |||||||||||||||
1) Prepares, implements and evaluates educational programs, appropriate learning environments, materials taking into account the developmental characteristics and individual differences of children. | |||||||||||||||
2) Develops original products, projects and activities related to child development, manages these studies, evaluates and evaluates the process. | |||||||||||||||
3) Follow science and technology and have critical thinking skills. | |||||||||||||||
4) Uses effective teaching and communication methods which may be necessary in the guidance and counseling activities for families and develops solutions when they encounter an unpredictable situation. | |||||||||||||||
5) It follows information in the field by using a foreign language at least at the level of European Language Portfolio A2 General Level. | |||||||||||||||
6) Uses information and communication technologies together with computer software at the basic level of at least European Computer Driving License required by the field. | |||||||||||||||
7) Has knowledge about ethical principles and rules in the field. | |||||||||||||||
8) It shares the knowledge gained in the field of Child Development with the people working in the field and with the social responsibility consciousness. | |||||||||||||||
9) It has the awareness of lifelong learning and directs its education to an advanced level of education in the same field or to a profession at the same level. | |||||||||||||||
10) Knows democracy, human rights, children's rights, social, scientific and professional ethical values, relevant legislation and acts accordingly. | |||||||||||||||
11) The researcher is open to changes, creative, problem-solving skills and the ability to share solutions. | |||||||||||||||
12) Knows the applications of different characteristics of children to society. It has the ability to produce different solutions to the problem situation for children and enables the employees to take responsibility for the solutions. | |||||||||||||||
13) Understands the place and importance of the game in pre-school education, the child knows how to use the game as a means of rehabilitation and self-expression. | |||||||||||||||
14) Selects and uses the modern techniques and tools required for pre-school education. Communicates with other areas that may be associated with the field. | |||||||||||||||
15) The individual has sufficient consciousness about environmental protection and occupational safety and behaves according to these processes. Its appearance, attitude, attitude and behavior make it an example for society. |
No Effect | 1 Lowest | 2 Average | 3 Highest |
Program Outcomes | Level of Contribution | |
1) | Prepares, implements and evaluates educational programs, appropriate learning environments, materials taking into account the developmental characteristics and individual differences of children. | |
2) | Develops original products, projects and activities related to child development, manages these studies, evaluates and evaluates the process. | |
3) | Follow science and technology and have critical thinking skills. | |
4) | Uses effective teaching and communication methods which may be necessary in the guidance and counseling activities for families and develops solutions when they encounter an unpredictable situation. | |
5) | It follows information in the field by using a foreign language at least at the level of European Language Portfolio A2 General Level. | |
6) | Uses information and communication technologies together with computer software at the basic level of at least European Computer Driving License required by the field. | |
7) | Has knowledge about ethical principles and rules in the field. | |
8) | It shares the knowledge gained in the field of Child Development with the people working in the field and with the social responsibility consciousness. | |
9) | It has the awareness of lifelong learning and directs its education to an advanced level of education in the same field or to a profession at the same level. | |
10) | Knows democracy, human rights, children's rights, social, scientific and professional ethical values, relevant legislation and acts accordingly. | |
11) | The researcher is open to changes, creative, problem-solving skills and the ability to share solutions. | |
12) | Knows the applications of different characteristics of children to society. It has the ability to produce different solutions to the problem situation for children and enables the employees to take responsibility for the solutions. | |
13) | Understands the place and importance of the game in pre-school education, the child knows how to use the game as a means of rehabilitation and self-expression. | |
14) | Selects and uses the modern techniques and tools required for pre-school education. Communicates with other areas that may be associated with the field. | |
15) | The individual has sufficient consciousness about environmental protection and occupational safety and behaves according to these processes. Its appearance, attitude, attitude and behavior make it an example for society. |
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 |
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 |