Make header one block.

Author: twiecki

examples/variational_inference/pathfinder.ipynb

@@ -7,14 +7,8 @@
    "source": [
     "(pathfinder)=\n",
     "\n",
-    "# Pathfinder Variational Inference"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7d20eaef",
-   "metadata": {},
-   "source": [
+    "# Pathfinder Variational Inference\n",
+    "\n",
     ":::{post} Sept 30, 2022 \n",
     ":tags: variational inference, jax \n",
     ":category: advanced \n",
@@ -24,7 +18,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18f755d0",
+   "id": "8c09866a",
    "metadata": {},
    "source": [
     "Pathfinder is a variational inference algorithm that produces samples from the posterior of a Bayesian model. It compares favorably to the widely used ADVI algorithm. On large problems, it should scale better than most MCMC algorithms, including dynamic HMC (i.e. NUTS), at the cost of a more biased estimate of the posterior. For details on the algorithm, see the [arxiv preprint](https://arxiv.org/abs/2108.03782).\n",
@@ -41,7 +35,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "6493144e",
+   "id": "b956d9c7",
    "metadata": {},
    "outputs": [
     {

myst_nbs/variational_inference/pathfinder.myst.md

@@ -15,8 +15,6 @@ kernelspec:
 
 # Pathfinder Variational Inference
 
-+++
-
 :::{post} Sept 30, 2022 
 :tags: variational inference, jax 
 :category: advanced