Eskisehir Technical University Info Package Eskisehir Technical University Info Package
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About the Program Educational Objectives Key Learning Outcomes Course Structure Diagram with Credits Field Qualifications Matrix of Course& Program Qualifications Matrix of Program Outcomes&Field Qualifications
  • Vocational School Of Information Technologies
  • Electrical and Automation Department
  • Robotics and Artificial Intelligence Program
  • Course Structure Diagram with Credits
  • Large Language Models and Agent-Based Systems
  • Description
  • Description
  • Learning Outcomes
  • Course's Contribution to Prog.
  • Learning Outcomes & Program Qualifications
  • ECTS Credit Load

Course Introduction Information

Code - Course Title RYZ2508 - Large Language Models and Agent-Based Systems
Course Type Area Elective Courses
Language of Instruction Türkçe
Laboratory + Practice 2+2
ECTS 5.0
Course Instructor(s) ÖĞRETİM GÖREVLİSİ ÖZGÜR ÖZŞEN
Mode of Delivery Face-to-face
Prerequisites
Courses Recomended
Required or Recommended Resources
Recommended Reading List
Assessment methods and criteria
Work Placement
Sustainability Development Goals

Content

Weeks Topics
Week - 1 Introduction to Large Language Models and Their Historical Evolution
Week - 2 Modern Artificial Intelligence Ecosystem and Multimodality
Week - 3 Fundamentals of the Attention Mechanism
Week - 4 Transformer Architecture and Models in the Ecosystem
Week - 5 Model Training and Alignment
Week - 6 Parameter Efficiency and Model Evaluation
Week - 7 Prompt and Context Engineering
Week - 8 Retrieval Augmented Generation (RAG) Architectures
Week - 9 Introduction to Agent-Based Systems
Week - 10 Agent Reasoning and Tool Use
Week - 11 Long-Term Context Management and Agent Frameworks
Week - 12 Multi-Agent Systems
Week - 13 Collaboration Patterns and Case Scenarios
Week - 14 Real-World Applications, Ethics, and the Future (LLMOps)

Learning Activities and Teaching Methods

  • Teaching Methods
  • Lecture
  • Discussion
  • Question & Answer
  • Team/Group Work
  • Problem Solving
  • Brain Storming
  • Report Preparation and/or Presentation
  • Proje Design/Management
  • Competences
  • Productive
  • Questoning
  • Entrepreneur
  • Creative
  • Follow ethical and moral rules
  • Effective use of a foreign language
  • Work in teams
  • Use time effectively
  • Eleştirel düşünebilme
  • Problem solving
  • Information Management
  • Organization and planning
  • Decision making
  • Project Design and Management

Assessment Methods

Assessment Method and Passing Requirements
Quamtity Percentage (%)
Toplam (%) 0
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