Cainã Max Couto da Silva

Cainã Max Couto da Silva

Winsorization: Handling Outliers in Machine Learning

Winsorization: Handling Outliers in Machine Learning

Handle outliers with Winsorization, a powerful data preprocessing technique. Includes Python code examples.

By Cainã Max Couto da Silva, on
A Comprehensive Guide to Complete Case Analysis

A Comprehensive Guide to Complete Case Analysis

Learn Complete Case Analysis (CCA) for handling missing data in machine learning, including advantages and...

By Cainã Max Couto da Silva, on
Probability Calibration in Machine Learning: Enhancing Model Usability

Probability Calibration in Machine Learning: Enhancing Model Usability

Learn probability calibration in machine learning: importance, methods, and best practices for more reliable probability...

By Cainã Max Couto da Silva, on
A Data Scientist’s Guide to Balanced Accuracy

A Data Scientist’s Guide to Balanced Accuracy

Discover the balanced accuracy's advantages over traditional accuracy and learn how to implement it in...

By Cainã Max Couto da Silva, on
Target Encoder: A powerful categorical encoding method

Target Encoder: A powerful categorical encoding method

Target encoder is Python implementation of the target encoding method for highly cardinal categorical variables....

By Cainã Max Couto da Silva, on