update badge

Author: dnth

examples/feature_vectors.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fa4f9eb3-f1cd-4049-956c-cd36ad851281",
+   "id": "221f5c62-51ac-447e-91b0-c42c7b602af9",
    "metadata": {},
    "source": [
     "<div align=\"center\">\n",
@@ -2856,11 +2856,17 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c1dbab7",
+   "id": "75e95b2c-5354-46b6-8f5a-23d3c20e1864",
    "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://www.visual-layer.com\" target=\"_blank\" rel=\"noopener noreferrer\">\n",
+    "    <picture>\n",
+    "    <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/visual-layer/visuallayer/main/imgs/vl_horizontal_logo_dark_mode.png\" width=50>\n",
+    "    <source media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/visual-layer/visuallayer/main/imgs/vl_horizontal_logo.png\" width=50>\n",
+    "    <img alt=\"vl logo.\" src=\"https://raw.githubusercontent.com/visual-layer/visuallayer/main/imgs/vl_horizontal_logo.png\" width=50>\n",
+    "    </picture>\n",
+    "    </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",