CO-PO Mapping Model

Model Description

This model generates semantic embeddings for Course Outcomes (CO) and Program Outcomes (PO) to enable automated mapping and alignment in educational curriculum design.

Based on the Sentence Transformers framework, this model captures the semantic relationships between course-level learning outcomes and broader program-level educational objectives.

Model Details

• Model Type: Sentence Transformer (Embedding Model)
• Base Model: sentence-transformers/all-MiniLM-L6-v2 (or similar)
• Fine-tuned on: Course and Program Outcome pairs
• Language: English
• License: Apache 2.0

Program Outcomes (Standard Engineering)

The model is trained to map to these common Program Outcomes:

• PO1: Apply knowledge of mathematics, science, and engineering fundamentals
• PO2: Identify, formulate, and analyze complex engineering problems
• PO3: Design creative solutions for engineering problems
• PO4: Conduct investigations using research-based knowledge
• PO5: Apply modern engineering tools and techniques
• PO6: Apply reasoning for societal, health, safety, and legal issues
• PO7: Understand environmental and sustainability impacts
• PO8: Apply ethical principles and professional responsibilities
• PO9: Function effectively in teams
• PO10: Communicate effectively on engineering activities
• PO11: Demonstrate engineering and management knowledge

Usage