UC,Berkeley Winter Holiday Training Program

UCI-Bank-Marketing-Data-Set

The data is related with direct marketing campaigns (phone calls) of a Portuguese banking institution. The classification goal is to predict if the client will subscribe a term deposit (variable y).

The Experiment (python3 , sklearn)

The first temp:relevance analysis ,delete the low covariance attribute
The second temp:process the missing data: treat unknown as a class
The third temp: data Normalization

Model select (best parameter on the same data)

Logistic Regression

KNN

Random Forest

The Experiment_second

process the missing data: delete the known data