Fix-Transfer Learning Example Web Page Display Error (#2119)

* Fix-display-error

* fixed: rendering issue for transfer learning example

* fix: reverted flex direction

* fix: reverted css file with upstream

Author: dhantule

examples/nlp/ipynb/multiple_choice_task_with_transfer_learning.ipynb

@@ -10,7 +10,7 @@
     "\n",
     "**Author:** Md Awsafur Rahman<br>\n",
     "**Date created:** 2023/09/14<br>\n",
-    "**Last modified:** 2023/09/14<br>\n",
+    "**Last modified:** 2025/06/16<br>\n",
     "**Description:** Use pre-trained nlp models for multiplechoice task."
    ]
   },
@@ -646,8 +646,8 @@
     "\n",
     "![Model Diagram](https://pbs.twimg.com/media/F3NUju_a8AAS8Fq?format=png&name=large)\n",
     "\n",
-    "<div align=\"center\"><b> Picture Credict: </b> <a\n",
-    "href=\"https://twitter.com/johnowhitaker\"> @johnowhitaker </a> </div></div><br>\n",
+    "<div align=\"center\"><b> Picture Credit: </b> <a href=\"https://twitter.com/johnowhitaker\"> \n",
+    "@johnowhitaker </a> </div> <br>\n",
     "\n",
     "From a coding perspective, remember that we use the same model for all five options, with\n",
     "shared weights. Despite the figure suggesting five separate models, they are, in fact,\n",

examples/nlp/md/multiple_choice_task_with_transfer_learning.md

@@ -2,7 +2,7 @@
 
 **Author:** Md Awsafur Rahman<br>
 **Date created:** 2023/09/14<br>
-**Last modified:** 2023/09/14<br>
+**Last modified:** 2025/06/16<br>
 **Description:** Use pre-trained nlp models for multiplechoice task.
 
 
@@ -481,8 +481,8 @@ below illustrates this idea:
 
 ![Model Diagram](https://pbs.twimg.com/media/F3NUju_a8AAS8Fq?format=png&name=large)
 
-<div align="center"><b> Picture Credict: </b> <a
-href="https://twitter.com/johnowhitaker"> @johnowhitaker </a> </div></div><br>
+<div align="center"><b> Picture Credit: </b> <a href="https://twitter.com/johnowhitaker"> 
+@johnowhitaker </a> </div><br>
 
 From a coding perspective, remember that we use the same model for all five options, with
 shared weights. Despite the figure suggesting five separate models, they are, in fact,

examples/nlp/multiple_choice_task_with_transfer_learning.py

@@ -2,7 +2,7 @@
 Title: MultipleChoice Task with Transfer Learning
 Author: Md Awsafur Rahman
 Date created: 2023/09/14
-Last modified: 2023/09/14
+Last modified: 2025/06/16
 Description: Use pre-trained nlp models for multiplechoice task.
 Accelerator: GPU
 """
@@ -405,8 +405,8 @@ def get_callbacks():
 
 ![Model Diagram](https://pbs.twimg.com/media/F3NUju_a8AAS8Fq?format=png&name=large)
 
-<div align="center"><b> Picture Credict: </b> <a
-href="https://twitter.com/johnowhitaker"> @johnowhitaker </a> </div></div><br>
+<div align="center"><b> Picture Credit: </b> <a href="https://twitter.com/johnowhitaker"> 
+@johnowhitaker </a> </div><br>
 
 From a coding perspective, remember that we use the same model for all five options, with
 shared weights. Despite the figure suggesting five separate models, they are, in fact,

theme/css/docs.css

@@ -514,4 +514,4 @@ p {
   .k-content {
     padding: 2.5rem 1.5rem 1.5rem;
   }
-}
+}