diff --git a/examples/multimodal/image-gen-1.5-prompting_guide.ipynb b/examples/multimodal/image-gen-1.5-prompting_guide.ipynb
index a4c31aec9d..38a8068942 100644
--- a/examples/multimodal/image-gen-1.5-prompting_guide.ipynb
+++ b/examples/multimodal/image-gen-1.5-prompting_guide.ipynb
@@ -179,7 +179,7 @@
    "id": "e147f345",
    "metadata": {},
    "source": [
-    "<img src=\"../../images/output_images/infographic_coffee_machine_sp.png\" width=\"600\"/> "
+    "![](../../images/output_images/infographic_coffee_machine_sp.png)"
    ]
   },
   {
@@ -221,7 +221,7 @@
    "id": "fd11c54c",
    "metadata": {},
    "source": [
-    "<img src=\"../../images/output_images/photorealism.png\" width=\"400\"/> "
+    "![](../../images/output_images/photorealism.png)"
    ]
   },
   {
@@ -259,7 +259,7 @@
    "id": "29133041",
    "metadata": {},
    "source": [
-    "<img src=\"../../images/output_images/world_knowledge.png\" width=\"400\"/> "
+    "![](../../images/output_images/world_knowledge.png)"
    ]
   },
   {
@@ -309,7 +309,7 @@
    "source": [
     "| Option 1 | Option 2 | Option 3 | Option 4 |\n",
     "|:--------:|:--------:|:--------:|:--------:|\n",
-    "| <img src=\"../../images/output_images/logo_generation_1.png\" width=\"200\"/> | <img src=\"../../images/output_images/logo_generation_2.png\" width=\"200\"/> | <img src=\"../../images/output_images/logo_generation_3.png\" width=\"200\"/> | <img src=\"../../images/output_images/logo_generation_4.png\" width=\"200\"/> |"
+    "| ![](../../images/output_images/logo_generation_1.png) | ![](../../images/output_images/logo_generation_2.png) | ![](../../images/output_images/logo_generation_3.png) | ![](../../images/output_images/logo_generation_4.png)|"
    ]
   },
   {
@@ -350,7 +350,7 @@
    "id": "4d46a8e2",
    "metadata": {},
    "source": [
-    "<img src=\"../../images/output_images/comic-reel.png\" width=\"600\"/> "
+    "![](../../images/output_images/comic-reel.png)"
    ]
   },
   {
@@ -391,7 +391,7 @@
    "id": "8e57b1a4",
    "metadata": {},
    "source": [
-    "<img src=\"../../images/output_images/ui_farmers_market.png\" width=\"400\"/> "
+    "![](../../images/output_images/ui_farmers_market.png)"
    ]
   },
   {
@@ -447,7 +447,7 @@
    "source": [
     "Input Image: \n",
     "\n",
-    "<img src=\"../../images/input_images/pixels.png\" width=\"400\"/> "
+    "![](../../images/input_images/pixels.png)"
    ]
   },
   {
@@ -457,7 +457,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/motorcycle.png\" width=\"400\"/> "
+    "![](../../images/output_images/motorcycle.png)"
    ]
   },
   {
@@ -511,9 +511,9 @@
     "\n",
     "| Full Body | Item 1 |\n",
     "|:------------:|:--------------:|\n",
-    "| <img src=\"../../images/output_images/woman_in_museum.png\" width=\"300\"/>  | <img src=\"../../images/input_images/jacket.png\" width=\"300\"/> |\n",
+    "| ![](../../images/output_images/woman_in_museum.png)  | ![](../../images/input_images/jacket.png) |\n",
     "| Item 2 | Item 3 |\n",
-    "| <img src=\"../../images/output_images/tank_top.png\" width=\"300\"/> | <img src=\"../../images/input_images/boots.png\" width=\"300\"/> |"
+    "| ![](../../images/output_images/tank_top.png) | ![](../../images/input_images/boots.png) |"
    ]
   },
   {
@@ -574,7 +574,7 @@
    "source": [
     "Input Image: \n",
     "\n",
-    "<img src=\"../../images/input_images/drawings.png\" width=\"600\"/> "
+    "![](../../images/input_images/drawings.png)"
    ]
   },
   {
@@ -584,7 +584,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/realistic_valley.png\" width=\"600\"/> "
+    "![](../../images/output_images/realistic_valley.png)"
    ]
   },
   {
@@ -636,7 +636,7 @@
    "source": [
     "Input Image: \n",
     "\n",
-    "<img src=\"../../images/input_images/shampoo.png\" width=\"300\"/> "
+    "![](../../images/input_images/shampoo.png)"
    ]
   },
   {
@@ -646,7 +646,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/extract_product.png\" width=\"300\"/> "
+    "![](../../images/output_images/extract_product.png)"
    ]
   },
   {
@@ -699,7 +699,7 @@
    "source": [
     "Input Image: \n",
     "\n",
-    "<img src=\"../../images/input_images/shampoo.png\" width=\"400\"/> "
+    "![](../../images/input_images/shampoo.png)"
    ]
   },
   {
@@ -709,7 +709,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/billboard.png\" width=\"600\"/> "
+    "![](../../images/output_images/billboard.png)"
    ]
   },
   {
@@ -759,7 +759,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/billboard_winter.png\" width=\"600\"/> "
+    "![](../../images/output_images/billboard_winter.png)"
    ]
   },
   {
@@ -818,7 +818,7 @@
    "source": [
     "| Original Input | Remove Red Stripes | Change Hat Color |\n",
     "|:------------:|:--------------:|:--------------:|\n",
-    "| <img src=\"../../images/output_images/man_with_flower.png\" width=\"300\"/>  | <img src=\"../../images/output_images/man_with_flower_no_stripes.png\" width=\"300\"/> |  <img src=\"../../images/output_images/man_with_blue_hat.png\" width=\"300\"/> |"
+    "| ![](../../images/output_images/man_with_flower.png)  | ![](../../images/output_images/man_with_flower_no_stripes.png) |  ![](../../images/output_images/man_with_blue_hat.png) |"
    ]
   },
   {
@@ -870,7 +870,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/scene.png\" width=\"400\"/> "
+    "![](../../images/output_images/scene.png)"
    ]
   },
   {
@@ -922,7 +922,7 @@
    "source": [
     "| Image Input 1 | Image Input 2 | Output |\n",
     "|:------------:|:--------------:|:--------------:|\n",
-    "| <img src=\"../../images/output_images/test_woman.png\" width=\"300\"/>  | <img src=\"../../images/output_images/test_woman_2.png\" width=\"300\"/> |  <img src=\"../../images/output_images/test_woman_with_dog.png\" width=\"300\"/> |"
+    "| ![](../../images/output_images/test_woman.png)  | ![](../../images/output_images/test_woman_2.png) |  ![](../../images/output_images/test_woman_with_dog.png) |"
    ]
   },
   {
@@ -968,7 +968,7 @@
    "source": [
     "| Input Image | Output Image |\n",
     "|------------|--------------|\n",
-    "| <img src=\"../../images/input_images/kitchen.jpeg\" width=\"400\"/> | <img src=\"../../images/output_images/kitchen-chairs.png\" width=\"400\"/> |"
+    "| ![](../../images/input_images/kitchen.jpeg) | ![](../../images/output_images/kitchen-chairs.png) |"
    ]
   },
   {
@@ -1034,7 +1034,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/christmas_holiday_card_teddy.png\" width=\"400\"/> "
+    "![](../../images/output_images/christmas_holiday_card_teddy.png)"
    ]
   },
   {
@@ -1102,7 +1102,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/christmas_collectible_toy_airplane.png\" width=\"400\"/> "
+    "![](../../images/output_images/christmas_collectible_toy_airplane.png)"
    ]
   },
   {
@@ -1172,7 +1172,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/childrens_book_illustration_1.png\" width=\"400\"/> "
+    "![](../../images/output_images/childrens_book_illustration_1.png)"
    ]
   },
   {
@@ -1236,7 +1236,7 @@
    "source": [
     "Output Image: \n",
     "\n",
-    "<img src=\"../../images/output_images/childrens_book_illustration_2.png\" width=\"400\"/> "
+    "![](../../images/output_images/childrens_book_illustration_2.png)"
    ]
   },
   {