Course Materials for
Artificial Intelligence Lab
Interactive explorations in AI algorithms, search strategies, and machine learning — prepared for UIU students.
Everything you need
Faculty
Sajjad Ahmed (SdAh)
United International University
Schedule
Class Time: 8:30 AM – 11:00 AM
Room: 525
Consultation
Room: 736
Time: 11:00 AM – 11:30 AM
Day: Monday or Wednesday
Contact during class or email beforehand.
Course Materials
A* Search Algorithm
Theory and fundamentals of the A* pathfinding algorithm.
A* Code: Explained
Step-by-step code walkthrough of the A* implementation.
Local Search Simulation
Interactive simulation of local search strategies.
Hill-Climbing Search
Simulation of the hill-climbing optimization algorithm.
Simulated Annealing
Algorithm simulation inspired by the metallurgical annealing process.
Genetic Algorithms
Simulation of evolutionary optimization through natural selection.
Data Pre-processing
Fundamentals of data reading, cleaning, and management.
ML & Logistic Regression
Introduction to machine learning concepts and logistic regression theory.
Logistic Regression: Viz
Interactive visualization of logistic regression decision boundaries.
Course Outline
Additional Resources
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Artificial Intelligence?
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