Doc fix

patrick-kidger · Dec 9, 2023 · c3e2daa · c3e2daa
1 parent b9c9af6
commit c3e2daa
Show file tree

Hide file tree

Showing 2 changed files with 2 additions and 2 deletions.
diff --git a/docs/api/compat.md b/docs/api/compat.md
@@ -1,6 +1,6 @@
 # Compatibility with `jax.scipy.optimize.minimize`
 
-The JAX API available at `jax.scipy.optimize.minimize` is being deprecated, in favour of domain-specific packages like Optimistix. As such Optimistix provides `optimistix.compat.minimize` as a drop in replacement.
+The JAX API available at `jax.scipy.optimize.minimize` is being deprecated, in favour of domain-specific packages like Optimistix. As such Optimistix provides `optimistix.compat.minimize` as a drop-in replacement.
 
 
 ::: optimistix.compat.minimize

diff --git a/docs/examples/interactive.ipynb b/docs/examples/interactive.ipynb
@@ -69,7 +69,7 @@
     "f_struct = jax.ShapeDtypeStruct((), jnp.float32)\n",
     "aux_struct = None\n",
     "# Any Lineax tags describing the structure of the Jacobian matrix d(fn)/dy.\n",
-    "# (In this scale it's a scalar, so these don't matter.)\n",
+    "# (In this case it's just a 1x1 matrix, so these don't matter.)\n",
     "tags = frozenset()\n",
     "\n",
     "\n",