Feature Scaling
Explore the concept of feature scaling and its significant impact on model performance and training efficiency within support vector machines. Understand how scaling features improves prediction accuracy and reduces computation time, helping you build more effective machine learning models for business applications.
We'll cover the following...
We'll cover the following...
We can look at the summary statistics of our data once again and see how different the scales are for our features. The quickest way is to grab the mean, min, and max values of all the features and see how their range varies. Let's use describe() on features' data frame along with transpose and ...