St.
Mary’s College of Maryland
Department
of Mathematics and Computer Science
COSC 480 –
Advanced Techniques in Artificial Intelligence
Fall 2014
Class schedule & Updates
Week |
Day |
Topic |
Pre-class Reading |
Notes |
1 |
Tue 9/2 |
Syllabus and introduction |
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Thu 9/4 |
Single-State search methods |
Chapters 1 & 2 |
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2 |
Tue 9/9 |
Tabu Search, Genetic Algorithms |
Section 2.5 Chapter 3 up to P.48 |
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Thu 9/11 |
Genetic Programming Differential Evolution Particle Swarm Optimization |
The rest of Chapter 3 |
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3 |
Tue 9/16 |
Multi-Objective Optimization |
Chapter 7 |
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Thu 9/18 |
Multi-Objective Optimization |
jMetal User Manual |
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4 |
Tue 9/23 |
Representation |
Chapter 4 intro and section 4.1 jMetal User Manual |
Project groups and topics assigned |
Thu 9/25 |
Indicator-based methods |
Reference paper on IBEA |
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5 |
Tue 9/30 |
Project discussions; 10 minutes per group |
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Thu 10/2 |
Parallel Methods and Co-evolution |
Chapters 5 & 6 |
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6 |
Tue 10/7 |
Exam review |
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Thu 10/9 |
Midterm Exam |
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7 |
Tue 10/14 |
Fall reading Days. NO CLASSES |
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Thu 10/16 |
Introduction to Machine Learning problems |
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8 |
Tue 10/21 |
Artificial Neural Networks |
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Assignment #1 due |
Thu 10/23 |
Artificial Neural Networks |
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9 |
Tue 10/28 |
Individual project consultations (in office, no class) |
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Thu 10/30 |
Individual project consultations (in office, no class) |
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10 |
Tue 11/4 |
All-day advising. NO CLASSES |
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Thu 11/6 |
Artificial Neural Networks |
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11 |
Tue 11/11 |
Bayesian Learning |
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Thu 11/13 |
Bayesian Networks |
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Assignment #2 due |
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12 |
Tue 11/18 |
Individual project consultations (in office, no class) |
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Thu 11/20 |
Individual project consultations (in office, no class) |
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13 |
Tue 11/25 |
Individual project consultations (in office, no class) |
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Thu 11/27 |
Thanksgiving recess. NO CLASSES. |
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14 |
Tue 12/2 |
Individual project consultations (in office, no class) |
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Thu 12/4 |
Individual project consultations (in office, no class) |
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15 |
Sun 12/7 |
Deadline for Project Report submission |
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Tue 12/9 |
Project oral presentations |
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Thu 12/11 |
Project oral presentations |
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Submit presentation slides |