Merge pull request #1992 from RenuPatelGoogle:patch-8

PiperOrigin-RevId: 420965392

Author: copybara-github

site/en/tutorials/keras/text_classification.ipynb

@@ -917,7 +917,7 @@
         "\n",
         "This tutorial showed how to train a binary classifier from scratch on the IMDB dataset. As an exercise, you can modify this notebook to train a multi-class classifier to predict the tag of a programming question on [Stack Overflow](http://stackoverflow.com/).\n",
         "\n",
-        "A [dataset](http://storage.googleapis.com/download.tensorflow.org/data/stack_overflow_16k.tar.gz) has been prepared for you to use containing the body of several thousand programming questions (for example, \"How can I sort a dictionary by value in Python?\") posted to Stack Overflow. Each of these is labeled with exactly one tag (either Python, CSharp, JavaScript, or Java). Your task is to take a question as input, and predict the appropriate tag, in this case, Python. \n",
+        "A [dataset](https://storage.googleapis.com/download.tensorflow.org/data/stack_overflow_16k.tar.gz) has been prepared for you to use containing the body of several thousand programming questions (for example, \"How can I sort a dictionary by value in Python?\") posted to Stack Overflow. Each of these is labeled with exactly one tag (either Python, CSharp, JavaScript, or Java). Your task is to take a question as input, and predict the appropriate tag, in this case, Python. \n",
         "\n",
         "The dataset you will work with contains several thousand questions extracted from the much larger public Stack Overflow dataset on [BigQuery](https://console.cloud.google.com/marketplace/details/stack-exchange/stack-overflow), which contains more than 17 million posts.\n",
         "\n",
@@ -943,7 +943,7 @@
         "\n",
         "To complete this exercise, you should modify this notebook to work with the Stack Overflow dataset by making the following modifications:\n",
         "\n",
-        "1. At the top of your notebook, update the code that downloads the IMDB dataset with code to download the [Stack Overflow dataset](http://storage.googleapis.com/download.tensorflow.org/data/stack_overflow_16k.tar.gz) that has already been prepared. As the Stack Overflow dataset has a similar directory structure, you will not need to make many modifications.\n",
+        "1. At the top of your notebook, update the code that downloads the IMDB dataset with code to download the [Stack Overflow dataset](https://storage.googleapis.com/download.tensorflow.org/data/stack_overflow_16k.tar.gz) that has already been prepared. As the Stack Overflow dataset has a similar directory structure, you will not need to make many modifications.\n",
         "\n",
         "1. Modify the last layer of your model to `Dense(4)`, as there are now four output classes.\n",
         "\n",