What is the purpose of \$C_E\$ in this circuit?
\$R_E\$ provides negative feedback to improve the bias stability. But this negative feedback will reduce the signal gain also. So a capacitor \$C_E\$ is applied in parallel so that only the DC component experiences the negative feedback and the AC signal is 'bypassed' via \$C_E\$