Update Quantum_Approximate_Optimization_Algorithm.ipynb (#114)

amazon-braket · Aug 3, 2023 · 699ee45 · 699ee45
1 parent 700dbbf
commit 699ee45
Showing 1 changed file with 2 additions and 2 deletions.
diff --git a/notebooks/textbook/Quantum_Approximate_Optimization_Algorithm.ipynb b/notebooks/textbook/Quantum_Approximate_Optimization_Algorithm.ipynb
@@ -5,15 +5,15 @@
    "id": "8b423ad7",
    "metadata": {},
    "source": [
-    "# QUANTUM APPROXIMATE OPTIMIZATION ALGORITHM (QAOA)"
+    "# Quantum Approximate Optimization Algorithm (QAOA)"
    ]
   },
   {
    "cell_type": "markdown",
    "id": "12e108d5",
    "metadata": {},
    "source": [
-    "In this noteook, we show how to (approximately) solve binary combinatorial optimization problems, using the __Quantum Approximate Optimization Algorithm (QAOA)__.\n",
+    "In this notebook, we show how to (approximately) solve binary combinatorial optimization problems, using the __Quantum Approximate Optimization Algorithm (QAOA)__.\n",
     "\n",
     "The QAOA is a variational quantum algorithm that uses alternating layers of parameterized quantum gates to solve an optimization problem [1]. The parameters of each gate are tuned to minimize a cost function, similar to how machine learning parameters are tuned in stochastic gradient descent. \n",
     "\n",