Python-Workshop-3-NumPy.md

@@ -260,28 +260,28 @@ Next... let us jump to the `main` function and...
   1. set up the input data (points)
 
     ```python
-    points = [(0., 0.), (1., 1.), (2., 4.)]
+        points = [(0., 0.), (1., 1.), (2., 4.)]
     ```
 
   2. create the `X` matrix
     ```python
-    matrix_X = np.array([[1., 0., 0.],
-                         [1., 1., 1.],
-                         [1., 2., 4.]])
+        matrix_X = np.array([[1., 0., 0.],
+                             [1., 1., 1.],
+                             [1., 2., 4.]])
     ```
 
   3. create the `Y` matrix 
 
     ```python
-    matrix_Y = np.array([0,
-                         1,
-                         4])
+        matrix_Y = np.array([0,
+                             1,
+                             4])
     ```
 
   4. compute X-transpose
 
     ```python
-    matrix_XT = matrix_X.transpose()
+        matrix_XT = matrix_X.transpose()
     ```
 
 After setting everything up... it is time for a couple matrix multiplications.