updated

notebooks/optimization/BoxConstrainedQuadraticMethods.ipynb

@@ -70,7 +70,7 @@
    "source": [
     "where the equality vector $b$ and the lower bound $lb$ are vectors of all ones. \n",
     "\n",
-    "Since the equality constraints are used to controls the bias term in the decision function of support vector machines, if we remove them from our problem by embedding the bias term into the weight vector, the constraint $Ax = b$ vanishes, so we will need to solve a simple box-constrained quadratic problem:"
+    "Since the equality constraints are used to controls the bias term in the decision function of support vector machines, if we remove it from our problem by embedding the bias term into the weight vector, the constraint $Ax = b$ vanishes, so we will need to solve a box-constrained quadratic problem:"
    ]
   },
   {