ROE 505--- Artificial Intelligence

Izmir Katip Çelebi University, Graduate School of Natural Sciences

Fall 2019

Lecture Notes

Week Lecture Notes Supplementary Material Important Dates
#1(19/09/2019) Lecture#0: Course Introduction --- ---
#2(26/09/2019) Lecture#1: Introduction to AI --- ---
#3 (3/10/2019) Lecture#2: Data and Learning

Mining of Massive Datasets

Deep Learning

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#4(10/10/2019) Lecture#3: Text Classification Naive Bayes Algorithm Supplementary Notes Project Proposal!
#5 (17/10/2019) Lecture#4: Numerical Regression

Mining of Massive Datasets

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#6(24/10/2019) Lecture#5: Decision Support

Mining of Massive Datasets

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#7(31/10/2019) Lecture#6: Kernel Methods and Support Vector Machines

Mining of Massive Datasets

Literature Survey!
#8 (7/11/2019) Midterm Week --- ---
#9(14/11/2019) Lecture#7: Artificial Neural Networks

Mining of Massive Datasets

Deep Learning

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#10(21/11/2019) Lecture#8: Deep Learning
Lecture#9: Ensemble Learning

Deep Learning

Ensemble Learning Tutorial

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#11(28/11/2019) Lecture#10: Genetic Algorithms Genetic Algorithms Tutorial Final Report Submission!
#12(5/12/2019) Lecture#11: Recitation Exercises --- ---
#13(12/12/2019) Project presentations --- ---
#14(19/12/2019) Project presentations --- ---