Course Details

ARTIFICIAL INTELLIGENCE

ECE646

Course Information
SemesterCourse Unit CodeCourse Unit TitleT+P+LCreditNumber of ECTS Credits
1ECE646ARTIFICIAL INTELLIGENCE3+0+037,5

Course Details
Language of Instruction English
Level of Course Unit Master's Degree
Department / Program ELECTRICAL AND COMPUTER ENGINEERING
Type of Program Formal Education
Type of Course Unit Elective
Course Delivery Method Face To Face
Objectives of the Course O1. Gain an understanding of artificial intelligence methodologies
O2. Learn the techniques used for developing artificial intelligence models
O3. Gain practice by coding programming assignments
O4. Apply the concepts to a real problem by completing a course project
Course Content Introduction and Intelligent Agents
Uniformed Search and Informed Search
Search for Optimization
Search for Optimization, Adversarial Search
Adversarial Search, Review of Search
Propositional Logic and First Order Logic
Probabilistic Inference, Bayesian Networks
Machine Learning, Probabilistic Classification
Artificial Neural Networks, Evaluating Learning Algorithms
Sequential Decision Making
Reinforcement Learning 1
Reinforcement Learning 1
Deep Learning
Course Methods and Techniques
Prerequisites and co-requisities None
Course Coordinator None
Name of Lecturers None
Assistants None
Work Placement(s) No

Recommended or Required Reading
Resources


Planned Learning Activities and Teaching Methods
Activities are given in detail in the section of "Assessment Methods and Criteria" and "Workload Calculation"

Assessment Methods and Criteria
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ECTS Allocated Based on Student Workload
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Course Learning Outcomes: Upon the successful completion of this course, students will be able to:
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Weekly Detailed Course Contents
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Contribution of Learning Outcomes to Programme Outcomes
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11

Contribution: 1: Very Slight 2:Slight 3:Moderate 4:Significant 5:Very Significant


https://sis.agu.edu.tr/oibs/bologna/progCourseDetails.aspx?curCourse=77905&lang=en