Fix Markdown Rendering for Handwriting Recognition Example (#2181)

* added-missing-backticks

* updated-py-and-ipynb-files

Author: dhantule

examples/vision/handwriting_recognition.py

@@ -2,7 +2,7 @@
 Title: Handwriting recognition
 Authors: [A_K_Nain](https://twitter.com/A_K_Nain), [Sayak Paul](https://twitter.com/RisingSayak)
 Date created: 2021/08/16
-Last modified: 2024/09/01
+Last modified: 2025/09/29
 Description: Training a handwriting recognition model with variable-length sequences.
 Accelerator: GPU
 """

examples/vision/ipynb/handwriting_recognition.ipynb

@@ -10,7 +10,7 @@
     "\n",
     "**Authors:** [A_K_Nain](https://twitter.com/A_K_Nain), [Sayak Paul](https://twitter.com/RisingSayak)<br>\n",
     "**Date created:** 2021/08/16<br>\n",
-    "**Last modified:** 2024/09/01<br>\n",
+    "**Last modified:** 2025/09/29<br>\n",
     "**Description:** Training a handwriting recognition model with variable-length sequences."
    ]
   },
@@ -389,8 +389,7 @@
     "\n",
     "    image = ops.transpose(image, (1, 0, 2))\n",
     "    image = tf.image.flip_left_right(image)\n",
-    "    return image\n",
-    ""
+    "    return image\n"
    ]
   },
   {
@@ -455,8 +454,7 @@
     "    dataset = tf.data.Dataset.from_tensor_slices((image_paths, labels)).map(\n",
     "        process_images_labels, num_parallel_calls=AUTOTUNE\n",
     "    )\n",
-    "    return dataset.batch(batch_size).cache().prefetch(AUTOTUNE)\n",
-    ""
+    "    return dataset.batch(batch_size).cache().prefetch(AUTOTUNE)\n"
    ]
   },
   {
@@ -735,8 +733,7 @@
     "\n",
     "        print(\n",
     "            f\"Mean edit distance for epoch {epoch + 1}: {np.mean(edit_distances):.4f}\"\n",
-    "        )\n",
-    ""
+    "        )\n"
    ]
   },
   {
@@ -772,8 +769,7 @@
     "    validation_data=validation_ds,\n",
     "    epochs=epochs,\n",
     "    callbacks=[edit_distance_callback],\n",
-    ")\n",
-    ""
+    ")\n"
    ]
   },
   {
@@ -895,4 +891,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
+}

examples/vision/md/handwriting_recognition.md

@@ -2,7 +2,7 @@
 
 **Authors:** [A_K_Nain](https://twitter.com/A_K_Nain), [Sayak Paul](https://twitter.com/RisingSayak)<br>
 **Date created:** 2021/08/16<br>
-**Last modified:** 2024/09/01<br>
+**Last modified:** 2025/09/29<br>
 **Description:** Training a handwriting recognition model with variable-length sequences.
 
 
@@ -687,6 +687,7 @@ Epoch 9/10
 
 Epoch 10/10
   1357/1357 ━━━━━━━━━━━━━━━━━━━━ 208s 153ms/step - loss: 245.5216 - val_loss: 195.7952
+```
 </div>
 
 ---