From b820fb2822db8535b0df77f7ac3e9fb084ea74fe Mon Sep 17 00:00:00 2001
From: gaikwadrahul8 <115997457+gaikwadrahul8@users.noreply.github.com>
Date: Sun, 5 Feb 2023 22:48:11 +0530
Subject: [PATCH 1/2] Updated old NumPy API Link to New one

I have updated old NumPy API link (https://numpy.org/doc/1.16) to Latest and New stable NumPy API Link (https://numpy.org/doc/stable/reference/index.html)
---
 site/en/guide/tf_numpy.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/site/en/guide/tf_numpy.ipynb b/site/en/guide/tf_numpy.ipynb
index 9b469241a3b..7a3c9e55422 100644
--- a/site/en/guide/tf_numpy.ipynb
+++ b/site/en/guide/tf_numpy.ipynb
@@ -70,7 +70,7 @@
       "source": [
         "## Overview\n",
         "\n",
-        "TensorFlow implements a subset of the [NumPy API](https://numpy.org/doc/1.16), available as `tf.experimental.numpy`. This allows running NumPy code, accelerated by TensorFlow, while also allowing access to all of TensorFlow's APIs."
+        "TensorFlow implements a subset of the [NumPy API](https://numpy.org/doc/stable/reference/index.html), available as `tf.experimental.numpy`. This allows running NumPy code, accelerated by TensorFlow, while also allowing access to all of TensorFlow's APIs."
       ]
     },
     {

From 0d98702976bf4a2ced107cb3cbd9047c727f60ea Mon Sep 17 00:00:00 2001
From: 8bitmp3 <19637339+8bitmp3@users.noreply.github.com>
Date: Tue, 7 Feb 2023 14:05:32 +0000
Subject: [PATCH 2/2] Fix NumPy link in TensorFlow NumPy guide

---
 site/en/guide/tf_numpy.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/site/en/guide/tf_numpy.ipynb b/site/en/guide/tf_numpy.ipynb
index 7a3c9e55422..bd40ea44c21 100644
--- a/site/en/guide/tf_numpy.ipynb
+++ b/site/en/guide/tf_numpy.ipynb
@@ -70,7 +70,7 @@
       "source": [
         "## Overview\n",
         "\n",
-        "TensorFlow implements a subset of the [NumPy API](https://numpy.org/doc/stable/reference/index.html), available as `tf.experimental.numpy`. This allows running NumPy code, accelerated by TensorFlow, while also allowing access to all of TensorFlow's APIs."
+        "TensorFlow implements a subset of the [NumPy API](https://numpy.org/doc/stable/index.html), available as `tf.experimental.numpy`. This allows running NumPy code, accelerated by TensorFlow, while also allowing access to all of TensorFlow's APIs."
       ]
     },
     {