Choose keep, remove or transform for each of eight features, and watch accuracy, training time, memory and model complexity react.
For every feature, decide: keep it, remove it, or transform it. Watch the model react.
Keeping and removing both work with the features you already have. Transforming builds something new from them. Try different mixes and watch which one actually improves accuracy.