NURSING (ENGLISH) | |||||
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Qualification Awarded | Program Süresi | Toplam Kredi (AKTS) | Öğretim Şekli | Yeterliliğin Düzeyi ve Öğrenme Alanı | |
4 | 240 | FULL TIME |
TYÇ, TR-NQF-HE, EQF-LLL, ISCED (2011):Level 6 QF-EHEA:First Cycle TR-NQF-HE, ISCED (1997-2013): 72 |
Course Code: | 5010003113 | ||||||||||
Ders İsmi: | Artificial intelligence | ||||||||||
Ders Yarıyılı: |
Spring Fall |
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Ders Kredileri: |
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Language of instruction: | EN | ||||||||||
Ders Koşulu: | |||||||||||
Ders İş Deneyimini Gerektiriyor mu?: | No | ||||||||||
Other Recommended Topics for the Course: | |||||||||||
Type of course: | Üniversite Seçmeli | ||||||||||
Course Level: |
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Mode of Delivery: | E-Learning | ||||||||||
Course Coordinator : | Prof. Dr. Haluk GÜMÜŞKAYA | ||||||||||
Course Lecturer(s): |
Prof. Dr. Haluk GÜMÜŞKAYA |
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Course Assistants: |
Course Objectives: | This course provides an introduction to Artificial Intelligence for public using modern tools and techniques. |
Course Content: | Introduction to AI, Machine Learning and Deep Learning, Basic Data Science Toolset, Getting to Know Your Data, Data Preprocessing and Feature Engineering, Classification: Decision Trees and Ensembly Learning, Regression: Regression with One Variable, Regression: Regression with Multiple Input Variables, Polynomical Regression, Basic Techniques of Machine Learning, Regularized Linear Models, Classification: Logistic Regression, Introduction to Neural Networks and Deep Learning, AI Applications, Ethical Issues in AI. |
The students who have succeeded in this course;
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Week | Subject | Related Preparation |
1) | Introduction to AI, Machine Learning and Deep Learning | |
2) | Basic Data Science Toolset, Getting to Know Your Data | |
3) | Data Preprocessing and Feature Engineering | |
4) | Classification: Decision Trees and Ensembly Learning | |
5) | Regression: Regression with One Variable | |
6) | Regression: Regression with Multiple Input Variables | |
7) | Polynomial Regression | |
8) | Midterm Exam | |
9) | Basic Techniques of Machine Learning | |
10) | Classification: Logistic Regression | |
11) | Introduction to Neural Networks - 1 | |
12) | Introduction to Neural Networks - 2 | |
13) | Introduction to Deep Learning | |
14) | AI Applications, Ethical Issues in AI |
Course Notes / Textbooks: | Hands-On Machine Learning with Scikit-Learn, Keras and TensorFlow (2022), 3rd Edition, Aurélien Geron |
References: | Hands-On Machine Learning with Scikit-Learn, Keras and TensorFlow (2022), 3rd Edition, Aurélien Geron |
Ders Öğrenme Kazanımları | ||||||||||||||
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Program Outcomes | ||||||||||||||
1) Have the necessary knowledge and skills to fulfill her professional roles and responsibilities. | ||||||||||||||
2) Knows the theories and models that form the basis of professional practice. | ||||||||||||||
3) Have the cultural knowledge required to be a member of an individual and a profession. | ||||||||||||||
4) It plans, applies, evaluates and inspects the health care needs of the individual, family and society with a holistic approach in line with the nursing process. | ||||||||||||||
5) Manages the given nursing care and evaluates the quality and results of the care. | ||||||||||||||
6) Uses effective communication skills at the level of intercultural differences in interpersonal relationships. | ||||||||||||||
7) It manages nursing services and manpower within the scope of the relevant legislation, contributes to their professional development. | ||||||||||||||
8) It carries out learning, teaching and management processes with current technology in nursing practices. | ||||||||||||||
9) It develops a positive attitude towards lifelong learning and turns it into behavior. | ||||||||||||||
10) Uses decision making, problem solving and critical thinking skills. | ||||||||||||||
11) Carries out nursing practices in line with professional ethical principles and standards, taking into account individual values, beliefs and cultural differences. | ||||||||||||||
12) Achieves scientific knowledge about health at national and international level with foreign language competence and uses it in professional practices and shares it with healthcare members. | ||||||||||||||
13) With the awareness of social responsibility, takes part in national and international projects and events as an executive, manager, educator and practitioner in cooperation with the healthcare team and other disciplines. | ||||||||||||||
14) Knows and applies measures regarding patient and employee safety in nursing services. | ||||||||||||||
15) Represents her profession in society with her professional knowledge, attitude and behavior and becomes a role model for her colleagues. |
No Effect | 1 Lowest | 2 Low | 3 Average | 4 High | 5 Highest |
Program Outcomes | Level of Contribution | |
1) | Have the necessary knowledge and skills to fulfill her professional roles and responsibilities. | |
2) | Knows the theories and models that form the basis of professional practice. | |
3) | Have the cultural knowledge required to be a member of an individual and a profession. | |
4) | It plans, applies, evaluates and inspects the health care needs of the individual, family and society with a holistic approach in line with the nursing process. | |
5) | Manages the given nursing care and evaluates the quality and results of the care. | |
6) | Uses effective communication skills at the level of intercultural differences in interpersonal relationships. | |
7) | It manages nursing services and manpower within the scope of the relevant legislation, contributes to their professional development. | |
8) | It carries out learning, teaching and management processes with current technology in nursing practices. | |
9) | It develops a positive attitude towards lifelong learning and turns it into behavior. | |
10) | Uses decision making, problem solving and critical thinking skills. | |
11) | Carries out nursing practices in line with professional ethical principles and standards, taking into account individual values, beliefs and cultural differences. | |
12) | Achieves scientific knowledge about health at national and international level with foreign language competence and uses it in professional practices and shares it with healthcare members. | |
13) | With the awareness of social responsibility, takes part in national and international projects and events as an executive, manager, educator and practitioner in cooperation with the healthcare team and other disciplines. | |
14) | Knows and applies measures regarding patient and employee safety in nursing services. | |
15) | Represents her profession in society with her professional knowledge, attitude and behavior and becomes a role model for her colleagues. |
Semester Requirements | Number of Activities | Level of Contribution |
total | % | |
PERCENTAGE OF SEMESTER WORK | % 0 | |
PERCENTAGE OF FINAL WORK | % | |
total | % |