Results demonstrate that Random Forest consistently outperforms other models across all classification tasks (binary: F1 = 0.710, 8-class: F1 = 0.629, 34-class: F1 = 0.590). All models show ...

Basic Tenets of Classification Algorithms K-Nearest-Neighbor, Support Vector Machine, Random Forest and Neural Network: A Review Ernest Yeboah Boateng, Joseph Otoo, Daniel A. Abaye Journal of Data ...

It is possible to use random forest regression with mixed categorical and numeric data, by using ordinal encoding on the categorical data. In theory, ordinal encoding shouldn't work well. For example, ...

This repository contains a comprehensive Machine learning project that includes historical data on used car prices from CarDekho, including various features such as mileage, model, Modelyear, fuel ...

The use of private vehicles during the Covid-19 pandemic has increased because private vehicles, especially cars, are considered as the safest mode of transportation to maintain distance and prevent ...

The widespread increase in the car market industry makes it difficult for newly manufactured cars to reach buyers for several reasons. Several factors include heavy car costs for both used and newly ...