Update caption_generation.ipynb

Author: guy-singer

examples/caption_generation.ipynb

@@ -2295,7 +2295,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Wrap Up\n",
+    "## Wrap Up\n",
+    "\n",
+    "That's a wrap! In this notebook we showed how you load dataset from Kaggle and analyze it using fastdup. You can use similar methods to run on other similar datasets on [Roboflow Universe](https://universe.roboflow.com/).\n",
+    "\n",
+    "Try it out and let us know what issues you find.\n",
     "\n",
     "Next, feel free to check out other tutorials -\n",
     "\n",
@@ -2310,16 +2314,40 @@
    "metadata": {},
    "source": [
     "\n",
-    "## VL Profiler\n",
+    "## VL Profiler - A faster and easier way to diagnose and visualize dataset issues\n",
+    "\n",
     "If you prefer a no-code platform to inspect and visualize your dataset, [**try our free cloud product VL Profiler**](https://app.visual-layer.com) - VL Profiler is our first no-code commercial product that lets you visualize and inspect your dataset in your browser. \n",
     "\n",
-    "[Sign up](https://app.visual-layer.com) now, it's free.\n",
+    "VL Profiler is free to get started. Upload up to 1,000,000 images for analysis at zero cost!\n",
     "\n",
-    "[![image](https://raw.githubusercontent.com/visual-layer/fastdup/main/gallery/vl_profiler_promo.svg)](https://app.visual-layer.com)\n",
+    "[Sign up](https://app.visual-layer.com) now.\n",
+    "\n",
+    "[![image](https://raw.githubusercontent.com/visual-layer/fastdup/main/gallery/github_banner_profiler.gif)](https://app.visual-layer.com)\n",
+    "\n",
+    "As usual, feedback is welcome! Questions? Drop by our [Slack channel](https://visualdatabase.slack.com/join/shared_invite/zt-19jaydbjn-lNDEDkgvSI1QwbTXSY6dlA#/shared-invite/email) or open an issue on [GitHub](https://github.com/visual-layer/fastdup/issues)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<center> \n",
+    "    <a href=\"https://visual-layer.com/\" target=\"_blank\" style=\"text-decoration: none;\"> <img style=\"width:200px\" alt=\"logo\" src=\"https://d2iycffepdu1yp.cloudfront.net/design-assets/VL_horizontal_logo.png\"> </a><br>\n",
+    "    <a href=\"https://github.com/visual-layer/fastdup\" target=\"_blank\" style=\"text-decoration: none;\"> GitHub </a> •\n",
+    "    <a href=\"https://visual-layer.slack.com/\" target=\"_blank\" style=\"text-decoration: none;\"> Join Slack Community </a> •\n",
+    "    <a href=\"https://visual-layer.readme.io/discuss\" target=\"_blank\" style=\"text-decoration: none;\"> Discussion Forum </a>\n",
+    "</center>\n",
     "\n",
-    "As usual, feedback is welcome! \n",
+    "<center> \n",
+    "    <a href=\"https://medium.com/visual-layer\" target=\"_blank\" style=\"text-decoration: none;\"> Blog </a> •\n",
+    "    <a href=\"https://visual-layer.readme.io/\" target=\"_blank\" style=\"text-decoration: none;\"> Documentation </a> •\n",
+    "    <a href=\"https://visual-layer.com/about\" target=\"_blank\" style=\"text-decoration: none;\"> About Us </a> \n",
+    "</center>\n",
     "\n",
-    "Questions? Drop by our [Slack channel](https://visualdatabase.slack.com/join/shared_invite/zt-19jaydbjn-lNDEDkgvSI1QwbTXSY6dlA#/shared-invite/email) or open an issue on [GitHub](https://github.com/visual-layer/fastdup/issues)."
+    "<center> \n",
+    "    <a href=\"https://www.linkedin.com/company/visual-layer/\" target=\"_blank\" style=\"text-decoration: none;\"> LinkedIn </a> •\n",
+    "    <a href=\"https://twitter.com/visual_layer\" target=\"_blank\" style=\"text-decoration: none;\"> Twitter </a>\n",
+    "</center>"
    ]
   }
  ],