Why Matplotlib Give The Error matplotlib.lines.Line2D object at... in iPython Notebook?

Use %matplotlib inline

Example:

from numpy.random import randn
import matplotlib.pyplot as plt

%matplotlib inline

plt.plot(randn(50).cumsum(),'k--')