diff --git a/learn_the_basics/03_compile_code.ipynb b/learn_the_basics/03_compile_code.ipynb
index 60c64bfb..b49fe938 100644
--- a/learn_the_basics/03_compile_code.ipynb
+++ b/learn_the_basics/03_compile_code.ipynb
@@ -29,9 +29,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "is_executing": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "!pip install ivy"
@@ -42,7 +40,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Firstly, let's pick up where we left off in the [last notebook](), with our unified `normalize` function:"
+    "Firstly, let's pick up where we left off in the [last notebook](02_unify_code.ipynb), with our unified `normalize` function:"
    ]
   },
   {
@@ -92,7 +90,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "As in the previous example, the Ivy function can be executed like so (in this case it will trigger lazy unification, see the [Lazy vs Eager]() section for more details):"
+    "As in the previous example, the Ivy function can be executed like so (in this case it will trigger lazy unification, see the [Lazy vs Eager](05_lazy_vs_eager.ipynb) section for more details):"
    ]
   },
   {
@@ -130,6 +128,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "ivy.set_backend(\"jax\")\n",
     "comp = ivy.compile(normalize)  # compiles to jax, due to ivy.set_backend"
    ]
   },
@@ -138,7 +137,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The compiled function can be executed in exactly the same manner as the non-compiled function (in this case it will also trigger lazy compilation, see the [Lazy vs Eager]() section for more details):"
+    "The compiled function can be executed in exactly the same manner as the non-compiled function (in this case it will also trigger lazy compilation, see the [Lazy vs Eager](05_lazy_vs_eager.ipynb) section for more details):"
    ]
   },
   {