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AINS6001 Foundations of Artificial Intelligence
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AINS6001: Foundations of Artificial Intelligence
Syllabus: AINS6001 Foundations of Artificial Intelligence
How to Use AINS6001
Technical Requirements and Setup
Authoritative Readings and Resources
Module 1: AI paradigms and system boundaries
Module 1 Book Prose
Module 1: AI paradigms and system boundaries
Module 1 Narrated Study Guide
Module 1 Rubric
Module 2: Search, planning, and problem formulation
Module 2 Book Prose
Module 2: Search, planning, and problem formulation
Module 2 Narrated Study Guide
Module 2 Rubric
Module 3: Knowledge representation and reasoning
Module 3 Book Prose
Module 3: Knowledge representation and reasoning
Module 3 Narrated Study Guide
Module 3 Rubric
Module 4: Machine learning as empirical inference
Module 4 Book Prose
Module 4: Machine learning as empirical inference
Module 4 Narrated Study Guide
Module 4 Rubric
Module 5: Evaluation, uncertainty, and error analysis
Module 5 Book Prose
Module 5: Evaluation, uncertainty, and error analysis
Module 5 Narrated Study Guide
Module 5 Rubric
Module 6: Human-AI interaction and workflow design
Module 6 Book Prose
Module 6: Human-AI interaction and workflow design
Module 6 Narrated Study Guide
Module 6 Rubric
Module 7: Responsible AI and governance basics
Module 7 Book Prose
Module 7: Responsible AI and governance basics
Module 7 Narrated Study Guide
Module 7 Rubric
Module 8: Integrated AI system proposal
Module 8 Book Prose
Module 8: Integrated AI system proposal
Module 8 Narrated Study Guide
Module 8 Rubric
Index