ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING PROGRAMME COURSE DESCRIPTION

Code	Name of the Course Unit	Semester	In-Class Hours (T+P)	Credit	ECTS Credit
YBS414	ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING	5	3	3	5

GENERAL INFORMATION
Language of Instruction :	Turkish
Level of the Course Unit :	BACHELOR'S DEGREE, TYY: + 6.Level, EQF-LLL: 6.Level, QF-EHEA: First Cycle
Type of the Course :	Elective
Mode of Delivery of the Course Unit	-
Coordinator of the Course Unit	Assist.Prof. RAMAZAN İNAN
Instructor(s) of the Course Unit
Course Prerequisite	No

OBJECTIVES AND CONTENTS
Objectives of the Course Unit:	The aim of the course is to provide an introduction to the current status of Artificial Intelligence and Machine Learning.
Contents of the Course Unit:	The content of the course is to create awareness in the field of Artificial Intelligence and Machine Learning and to learn algorithms with examples on current topics.

KEY LEARNING OUTCOMES OF THE COURSE UNIT (On successful completion of this course unit, students/learners will or will be able to)
Defines the concepts of artificial intelligence and machine learning. Discovers current topics and content in this field. Examines how a business can develop projects in this field. Masters the algorithms in its field. Can take part in studies in this field.

WEEKLY COURSE CONTENTS AND STUDY MATERIALS FOR PRELIMINARY & FURTHER STUDY
Week	Preparatory	Topics(Subjects)	Method
1	Literature Reading, Current Examples	Artificial Intelligence, Introduction to Python	Explanation, Discussion, Application
2	Literature Reading, Current Examples	Machine Learning, Data and Data Preprocessing Concepts	Explanation, Discussion, Application
3	Literature Reading, Current Examples	Data Preprocessing Concepts and Python	Explanation, Discussion, Application
4	Literature Reading, Current Examples	Data Preprocessing with Python (Seaborn Library)	Explanation, Discussion, Application
5	Literature Reading, Current Examples	Data Preprocessing and Visualization with Python (Pandas and MatplotLib Libraries)	Explanation, Discussion, Application
6	Literature Reading, Current Examples	Linear Regression	Explanation, Discussion, Application
7	Literature Reading, Current Examples	Linear Regression (coding)	Explanation, Discussion, Application
8	-	MID-TERM EXAM	-
9	Literature Reading, Current Examples	Decision Trees	Explanation, Discussion, Application
10	Literature Reading, Current Examples	Decision Trees (coding)	Explanation, Discussion, Application
11	Literature Reading, Current Examples	Random Forest	Explanation, Discussion, Application
12	Literature Reading, Current Examples	Logistic Regression	Explanation, Discussion, Application
13	Literature Reading, Current Examples	Support vector machine	Explanation, Discussion, Application
14	Literature Reading, Current Examples	Artificial Neural Networks	Explanation, Discussion, Application
15	Literature Reading, Current Examples	Artificial Neural Networks	Explanation, Discussion, Application
16	-	FINAL EXAM	-
17	-	FINAL EXAM	-

SOURCE MATERIALS & RECOMMENDED READING
Makine öğrenmesi / Ethem Alpaydın Veri madenciliği ve makine öğrenmesi : temel kavramlar, algoritmalar, uygulamalar / editörler. M. Erdal Balaban, Elif Kartal.

ASSESSMENT
Assessment & Grading of In-Term Activities	Number of Activities	Degree of Contribution (%)	Description	Examination Method
Mid-Term Exam	1	50
Final Exam	1	50
TOTAL	2	100

Level of Contribution
0	1	2	3	4	5

KNOWLEDGE
Theoretical
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Describe the basic characteristics of the tourism industry and the basic concepts related to the Tourism Guidance profession and relate those with the characteristics of tourism businesses
2	Discusses the structure, operation and importance of tourism industry in country development and relates with tourism business

KNOWLEDGE
Factual
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Explains and interprets culture, history, religion, art, geography way of thinking and way of life the various civilizations who lived in Turkey.

SKILLS
Cognitive
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Plans a tour program considering the travel purpose, the type and the characteristics of the touristic region in accordance with the theoretical knowledge gained in the field of Tourism Guidance and discusses the functioning.
2	Underlines the importance of professional development by following scientific and current developments in the fields of tourism, art and archeology, and acts defensive attitude and behavior towards the necessity of lifelong learning.

SKILLS
Practical
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Analyzes numerical and statistical data and results in accordance with ethical values for current practices in the field of tourism .
2	Knows and applies the legal regulations related to tourism field, tourist guidance professional law and professional organizations.

OCCUPATIONAL
Autonomy & Responsibility
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	By taking leadership role in tour groups; administers the tour program and solves possible problems during the tour.

OCCUPATIONAL
Learning to Learn
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Uses the skills of explaining and presenting Turkey's and other regions natural and cultural assets that have, ancient city, ruins and historical artefacts and architectural art, culture, cuisine, folklore, flora and fauna features of regions etc.

OCCUPATIONAL
Communication & Social
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Shows the communication skill and presentation skill effectively in written and verbal and expresse his / her professional knowledge accurately and effectively.
2	Shows reading, writing, comprehension, speaking and writing skills in English and in a second foreign language (Arabic, Russian, Chinese).)

OCCUPATIONAL
Occupational and/or Vocational
	Programme Learning Outcomes	Level of Contribution
		0	1	2	3	4	5
1	Uses knowledge and competences related to preparation, implementation and supervision of a tour.
2	By using the personality traits that have social skills required by the Tourism Guidance profession; arranges projects, organizations and activities with sustainable, societal and social content specific to the field.
3	Shows a sensitive attitude towards the negative effects of tourism on the physical and social environment, acts with the consciousness of preserving abstract and concrete cultural assets

WORKLOAD & ECTS CREDITS OF THE COURSE UNIT
Workload for Learning & Teaching Activities
Type of the Learning Activites	Learning Activities (# of week)	Duration (hours, h)	Workload (h)
Lecture & In-Class Activities	14	3	42
Preliminary & Further Study	14	1	14
Land Surveying	0	0	0
Group Work	0	0	0
Laboratory	0	0	0
Reading	0	0	0
Assignment (Homework)	7	7	49
Project Work	1	14	14
Seminar	0	0	0
Internship	0	0	0
Technical Visit	0	0	0
Web Based Learning	0	0	0
Implementation/Application/Practice	0	0	0
Practice at a workplace	0	0	0
Occupational Activity	0	0	0
Social Activity	0	0	0
Thesis Work	0	0	0
Field Study	0	0	0
Report Writing	0	0	0
Final Exam	1	1	1
Preparation for the Final Exam	2	2	4
Mid-Term Exam	1	1	1
Preparation for the Mid-Term Exam	0	0	0
Short Exam	2	2	4
Preparation for the Short Exam	0	0	0
TOTAL	42	0	129