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AI Features

The Dataset and Exploratory Data Analysis

Explore logistic regression and KNN models using the breast cancer dataset by analyzing feature distributions and class separations. Learn to perform exploratory data analysis, interpret key numeric features, and compare model suitability for classifying malignant and benign tumors based on relevant data patterns.

We have learned two models for classification: logistic regression and KNN. According to the no free lunch theorem, we must find the best model for our data.

The breast cancer dataset

Most of the time, benign tumors are not dangerous since they can’t spread throughout the body (benign brain tumors, however, can be life-threatening). They can’t ...