pandas replace null values for a subset of columns

According to Pandas documentation in 23.3

values = {'salary': -1, 'age': -1}
df.fillna(value=values, inplace=True)

Try this:

subset = ['salary', 'age']
df.loc[:, subset] = df.loc[:, subset].fillna(-1)