ROE 505--- Artificial Intelligence

Izmir Katip Çelebi University, Graduate School of Natural Sciences

Spring 2021

Lecture Notes

Week	Lecture Notes	Supplementary Material	Important Dates
#1	Lecture#0: Course Introduction	---	---
#2	Lecture#1: Introduction to AI	---	---
#3	Lecture#2: Data and Learning	Mining of Massive Datasets Chapter 1 Deep Learning Chapter 5	---
#4	Lecture#3: Text Classification	Naive Bayes Algorithm Supplementary Notes	Project Proposal!
#5	Lecture#4: Numerical Regression	Mining of Massive Datasets Chapter 12.4	---
#6	Lecture#5: Decision Support	Mining of Massive Datasets Chapter 9.2.7	---
#7	Lecture#6: Kernel Methods and Support Vector Machines	Mining of Massive Datasets Chapter 12.3	---
#8	Midterm Week	---	---
#9	Lecture#7: Artificial Neural Networks	Mining of Massive Datasets Chapter 12.2 Deep Learning Chapter 6	---
#10	Lecture#8: Deep Learning Lecture#9: Ensemble Learning	Deep Learning Chapter 9 Ensemble Learning Tutorial	---
#11	Lecture#10: Genetic Algorithms	Genetic Algorithms Tutorial	Final Report Submission!
#12	Lecture#11: Recitation Exercises	---	---
#13	Project presentations	---	---
#14	Project presentations	---	---