Justice | |||||
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: | Spring | ||||
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) Has the ability to understand, comprehend and use what he / she reads as the basic legal concepts. | |||||||||||||||
2) Has knowledge about the main differences and consequences of private law and public law. | |||||||||||||||
3) Learns the analytical thinking method and has the ability to compare and use legal concepts. | |||||||||||||||
4) Gains the ability to use theoretical knowledge in practical application through case studies. | |||||||||||||||
5) Comprehensive knowledge of the structure and functioning of the judiciary can be done in order to determine the authorities in which legal problems can be solved. | |||||||||||||||
6) Has the ability to access and use the information sources of the law effectively and has the ability of self-improvement in the vocational field by adapting to the changes. | |||||||||||||||
7) Have comprehensive knowledge and skills about information technologies required by judicial mechanism. | |||||||||||||||
8) To be able to have knowledge about the structure, duties and functioning of the state organization and follow the necessary legislation. | |||||||||||||||
9) Have comprehensive knowledge about the individual's rights and obligations arising from the domestic law as well as the international law and is capable of reflecting this knowledge to the practical application. | |||||||||||||||
10) Express the legal knowledge effectively both in written and oral form in accordance with the requirements of the profession. | |||||||||||||||
11) It uses information and communication technologies together with computer software at the basic level of at least European Computer use license required by the field. | |||||||||||||||
12) Has knowledge about pen legislation and can use forensic correspondence by using a quick keyboard. | |||||||||||||||
13) Have knowledge about the specific rules and professional ethics of the professions in the field of law and have the competence to apply them to his / her profession. | |||||||||||||||
14) He / She assimilates the structure and rules of the Turkish language and is competent to apply this knowledge to the accepted standards of legal texts. | |||||||||||||||
15) He / she follows developments in his / her field and communicates with his / her colleagues at the A2 level in terms of European Language Portfolio criterion according to education level. |
No Effect | 1 Lowest | 2 Average | 3 Highest |
Program Outcomes | Level of Contribution | |
1) | Has the ability to understand, comprehend and use what he / she reads as the basic legal concepts. | |
2) | Has knowledge about the main differences and consequences of private law and public law. | |
3) | Learns the analytical thinking method and has the ability to compare and use legal concepts. | |
4) | Gains the ability to use theoretical knowledge in practical application through case studies. | |
5) | Comprehensive knowledge of the structure and functioning of the judiciary can be done in order to determine the authorities in which legal problems can be solved. | |
6) | Has the ability to access and use the information sources of the law effectively and has the ability of self-improvement in the vocational field by adapting to the changes. | |
7) | Have comprehensive knowledge and skills about information technologies required by judicial mechanism. | |
8) | To be able to have knowledge about the structure, duties and functioning of the state organization and follow the necessary legislation. | |
9) | Have comprehensive knowledge about the individual's rights and obligations arising from the domestic law as well as the international law and is capable of reflecting this knowledge to the practical application. | |
10) | Express the legal knowledge effectively both in written and oral form in accordance with the requirements of the profession. | |
11) | It uses information and communication technologies together with computer software at the basic level of at least European Computer use license required by the field. | |
12) | Has knowledge about pen legislation and can use forensic correspondence by using a quick keyboard. | |
13) | Have knowledge about the specific rules and professional ethics of the professions in the field of law and have the competence to apply them to his / her profession. | |
14) | He / She assimilates the structure and rules of the Turkish language and is competent to apply this knowledge to the accepted standards of legal texts. | |
15) | He / she follows developments in his / her field and communicates with his / her colleagues at the A2 level in terms of European Language Portfolio criterion according to education level. |
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 |