Lecture 7: Logistic Regression Classifier

In this lecture, we will study the most important classifier, logistic regression classifier. I believe that in the near future, you will realize that this classifier plays an important role in the entire field of machine learning, and even in AI as a whole. We will cover the following things:

• Regression Model for Classification
• Logistic Regression Classifier
• Cross-entropy and Penalized Logistic Regression

Lecture notes:

• Read the integrated notes: here
• Read the pagination notes: here
• Download the PDF notes here.

Reading Guidelines: You can read the book…

For lecture 7, it is recommended that you read the following sections in the textbook.

• About Logistic regression classifier, read subsection 4.3

Discussion

Slides for discussion: click here

Lab:

Laboratory: Entrance

Solutions: click here

R file: TBA

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