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Artificial Intelligence Nanodegree Syllabus

LEARNING OUTCOMES
LESSON ONE
Introduction
• 
Introduce iterative improvement problems that can be
solved with optimization
LESSON TWO
Hill Climbing
• 
Learn Random Hill Climbing for local search optimization
problems
LESSON THREE
Simulated Annealing 
• 
Learn to use Simulated Annealing for global optimization
problems
LESSON FOUR
Genetic Algorithms
• 
Explore and implement Genetic Algorithms that keep a pool
of candidates to solve optimization problems
LESSON FIVE
Classroom Exercise: 
Optimization 
Problems
• 
Compare optimization techniques on a variety of problems
LESSON SIX
Additional 
Optimization Topics
• 
Learn about improvements & optimizations to optimization
search including Late Acceptance Hill Climbing, Basin 
Hopping, & Differential Evolution


Artificial Intelligence | 7

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