You can choose important columns based on Business acumen.
Let's say, given that there are 150 features, task is a bit tedious but there is no workaround for it.
In Machine Learning, there is a concept called Dimensionality Reduction which can help reduce the number of dimensions, but there is a trade-off which you will be learning in Machine Learning Intermediate.
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