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AINS6001 Foundations of Artificial Intelligence
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AINS6001: Foundations of Artificial Intelligence
Syllabus: AINS6001 Foundations of Artificial Intelligence
Module 1 Overview
Module 1 Book Prose
Module 1 Assignment: AI paradigms and system boundaries
Module 1: AI paradigms and system boundaries
Module 1 Narration
Module 1 Instructor Notes
Module 1 Rubric
Module 1 Lab: AI paradigms and system boundaries
Module 2 Overview
Module 2 Book Prose
Module 2 Assignment: Search, planning, and problem formulation
Module 2: Search, planning, and problem formulation
Module 2 Narration
Module 2 Instructor Notes
Module 2 Rubric
Module 2 Lab: Search, planning, and problem formulation
Module 3 Overview
Module 3 Book Prose
Module 3 Assignment: Knowledge representation and reasoning
Module 3: Knowledge representation and reasoning
Module 3 Narration
Module 3 Instructor Notes
Module 3 Rubric
Module 3 Lab: Knowledge representation and reasoning
Module 4 Overview
Module 4 Book Prose
Module 4 Assignment: Machine learning as empirical inference
Module 4: Machine learning as empirical inference
Module 4 Narration
Module 4 Instructor Notes
Module 4 Rubric
Module 4 Lab: Machine learning as empirical inference
Module 5 Overview
Module 5 Book Prose
Module 5 Assignment: Evaluation, uncertainty, and error analysis
Module 5: Evaluation, uncertainty, and error analysis
Module 5 Narration
Module 5 Instructor Notes
Module 5 Rubric
Module 5 Lab: Evaluation, uncertainty, and error analysis
Module 6 Overview
Module 6 Book Prose
Module 6 Assignment: Human-AI interaction and workflow design
Module 6: Human-AI interaction and workflow design
Module 6 Narration
Module 6 Instructor Notes
Module 6 Rubric
Module 6 Lab: Human-AI interaction and workflow design
Module 7 Overview
Module 7 Book Prose
Module 7 Assignment: Responsible AI and governance basics
Module 7: Responsible AI and governance basics
Module 7 Narration
Module 7 Instructor Notes
Module 7 Rubric
Module 7 Lab: Responsible AI and governance basics
Module 8 Overview
Module 8 Book Prose
Module 8 Assignment: Integrated AI system proposal
Module 8: Integrated AI system proposal
Module 8 Narration
Module 8 Instructor Notes
Module 8 Rubric
Module 8 Lab: Integrated AI system proposal
Index