Welcome to Ilayda Celenk’s GitHub Pages

This is my Progress Journal website created for IE 582 course at Bogazici University. You can also visit my personal Github Website.

Homework Assignments

There will be several homework assignments done for this course.

Homework Assignment 0

• Description of Homework 0
• R Examples: Summary of 5 interesting R examples using RMarkdown.

Homework Assignment 1

• Description of Homework 1
• English Premier League Data Analysis: Distributional analysis of English Premier League data.

Homework Assignment 2

• Description of Homework 2
• Dimensionality Reduction for Time Series Data: PCA on uWaveGestureLibrary data.

Homework Assignment 3

• Description of Homework 3
• Regression on a Time Series Data: Implementation and comparison of different regression approaches on hourly energy consumption data.

Homework Assignment 4

• Description of Homework 4
• Comparison of Models: Implementation and comparison of different classification and regression models on different datasets.

Homework Assignment 5

• Description of Homework 5
• Nearest Neighbor and Logistic Regression Approach to Classification Problems: K-Nearest Neighbor and Logistic Regression with fused lasso penalties for classification problems.

Final

• Description of the Final
• Multiple Instance Learning: Classification of bags of instances on the musk data.
• Codes

Group Project

• Description of the Project
• Report: Imbalanced Classification Problem
• Codes