CMPE 343 Introduction to Data Science and CMPE 251 Data Science for Social Media Analysis

In this course we will develop models to solve BI problem with the help of Artificial Intelligence. Machine Learning will be the essential keys to solve the specific BI problems such as churn prediction, HR problem, text mining, computer vision etc.

• Machine Learning
• Important tools and libraries  (python, pandas, numpy, sklearn)
• Preprocessing steps
• Modeling (Clustering, Classificaiton, Dim.Redcution,)
• Performance measurement
• Modeling with Gradio https://gradio.app/

• Assignments (x8) %20 Online Test, Lab exerc. et.c

• Project %20

• Midterm(s) %20

• Final exam %40

• Total (%) 100

Official Github https://github.com/savasy/cmpe343/

ECTS Page https://ects.bilgi.edu.tr/Course/Detail?catalog_courseId=11813538