import pandas as pd

# define your series
ser1 = pd.Series([1, 2, 3, 4, 5])
ser2 = pd.Series([4, 5, 6, 7, 8])

# filter using set operations
result = pd.Series(list(set(ser1) - set(ser2)))

# print result
print(result)