Habib Gültekin

I love to share my industry and academic experiences with university students, here I list the recent courses I have opened at universities:

Introduction to Machine Learning for Multiple Industry Domain Applications, Bahçeşehir University, Fall 2020-2021
This course aims to provide an overview of the concepts and algorithms in Machine Learning (ML), including supervised learning and unsupervised learning. In addition to the recent approaches to overcome real world problems, an in-depth understanding of key issues will be provided. With the understanding of machine learning concepts by the participants, sector-based applications will be examined. Participants will be introduced to novel developments and applications in the field of Machine Learning along with covering the basic principles and concepts. They will form a solid basis in the mathematical and statistical foundations required for dealing Machine Learning Problems. They will also grasp essential information regarding the Python Machine Learning libraries (NumPy, SciPy, Pandas, Matplotlib, Scikit-learn). Students will learn the fundamental techniques and algorithms in the ML that are widely used today’s industry level applications, they will gain experience in ML model training through hands-on applications in multiple domains. In addition, since students will experience ML approaches in 5 different sectors, they will gain important field knowledge with the use of these algorithms in different sectors, even before they enter the industry.