diff --git a/docs/source/how_to/how_to_algorithm_selection.ipynb b/docs/source/how_to/how_to_algorithm_selection.ipynb
index c0fdcb21b..4b0bb650c 100644
--- a/docs/source/how_to/how_to_algorithm_selection.ipynb
+++ b/docs/source/how_to/how_to_algorithm_selection.ipynb
@@ -41,7 +41,7 @@
     "    F[\"differentiable?\"] -- yes --> H[\"'scipy_ls_lm', 'scipy_ls_trf', 'scipy_ls_dogleg'\"]\n",
     "    F[\"differentiable?\"] -- no --> I[\"'nag_dflos', 'pounders', 'tao_pounders'\"]\n",
     "\n",
-    "    G[\"differentiable?\"] -- yes --> J[\"'scipy_lbfgsb', 'fides'\"]\n",
+    "    G[\"differentiable?\"] -- yes --> J[\"'scipy_lbfgsb', 'nlopt_lbfgsb', 'fides'\"]\n",
     "    G[\"differentiable?\"] -- no --> K[\"'nlopt_bobyqa', 'nlopt_neldermead', 'neldermead_parallel'\"]\n",
     "```\n",
     "\n"