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firedrakeproject · Jan 15, 2024 · 18b94d1 · 18b94d1
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diff --git a/docs/notebooks/tutorial.ipynb b/docs/notebooks/tutorial.ipynb
@@ -884,7 +884,7 @@
    "metadata": {},
    "source": [
     "## Final remarks\n",
-    "This notebook focused on a visual illustration of the employment of the schedules available in the *checkpointing_schedule* package. The specific function (e.g. `action_forward`) proposed to illustrate the step execution of the forward and adjoint models. However, the user can implement the necessary code to the step execution of the forward and adjoint models and the copy and move codes instead of the illustrative code."
+    "This notebook focused on a visual illustration of the employment of the schedules available in the *checkpointing_schedule* package. The specific function (e.g. `action_forward`) proposed to illustrate the step execution of the forward and adjoint models. However, the user can implement the necessary code to the step execution of the forward and adjoint models and the copy and move codes instead of the illustrative code. An adjoint-based gradient computation wiht the checkpointing schedules is presented in the [notebook](https://nbviewer.org/github/firedrakeproject/checkpoint_schedules/blob/dolci/schedules_application/docs/notebooks/burger.ipynb)."
    ]
   },
   {

diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -20,7 +20,7 @@ If you want to quickly get up and running with *checkpoint_schedules* your adjoi
 
 * Familiarise with *checkpoint_schedules* by acessing the :ref:`introduction <introduction>`.
 * Go through to an `illustrative example <https://nbviewer.org/github/firedrakeproject/checkpoint_schedules/blob/main/docs/notebooks/tutorial.ipynb>`_ that explains the usage of *checkpoint_schedules* for step-based incremental checkpointing of the adjoints.
-* See an adjoint problem solved using checkpointing algorithmics available in *checkpoint_schedules* in this `application notebook <https://nbviewer.org/github/firedrakeproject/checkpoint_schedules/blob/dolci/schedules_application/docs/notebooks/burger.ipynb>`_.
+* See `here <https://nbviewer.org/github/firedrakeproject/checkpoint_schedules/blob/dolci/schedules_application/docs/notebooks/burger.ipynb>`_ an adjoint problem solved with checkpointing algorithmics available in *checkpoint_schedules*.
 
 API documentation
 =================