Merge pull request abidrahmank#21 from vihari/patch-2

Update py_svm_basics.rst

Author: abidrahmank

source/py_tutorials/py_ml/py_svm/py_svm_basics/py_svm_basics.rst

@@ -62,9 +62,9 @@ Let us define a kernel function :math:`K(p,q)` which does a dot product between
 
 .. math::
 
-    K(p,q)  = \phi(p).\phi(q) &= \phi(p)^T \phi(q) \\    
+    K(p,q)  = \phi(p).\phi(q) &= \phi(p)^T , \phi(q) \\    
                               &= (p_{1}^2,p_{2}^2,\sqrt{2} p_1 p_2).(q_{1}^2,q_{2}^2,\sqrt{2} q_1 q_2) \\
-                              &= p_1 q_1 + p_2 q_2 + 2 p_1 q_1 p_2 q_2 \\
+                              &= p_{1}^2 q_{1}^2 + p_{2}^2 q_{2}^2 + 2 p_1 q_1 p_2 q_2 \\
                               &= (p_1 q_1 + p_2 q_2)^2 \\
               \phi(p).\phi(q) &= (p.q)^2