Fix image links

Author: kesmit13

notebooks/atlas-and-kai-for-mongo/notebook.ipynb

@@ -11,7 +11,7 @@
         "<div style=\"background-color: #1B1A21; text-align: right; margin-bottom: -1px\">\n",
         "    <img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/common/images/singlestore-banner.png\" style=\"padding: 0px; padding-right: 20px; margin: 0px; padding-top: 20px; height: 60px\"/>\n",
         "    <img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/common/images/banner-colors.png\" style=\"width:100%; height: 50px; padding: 0px; margin: 0px; margin-bottom: -8px\"/>\n",
-        "<img src=https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Atlas%20%26%20Kai%20for%20Mongo%20Side-by-Side/images/mongo-db-singlestoredb.png width=\"100%\">\n",
+        "<img src=https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/atlas-and-kai-for-mongo/images/mongo-db-singlestoredb.png width=\"100%\">\n",
         "</div>"
       ]
     },
@@ -66,7 +66,7 @@
       "id": "33506e25-c044-4f6f-9d62-df61783076e1",
       "metadata": {},
       "source": [
-        "<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Atlas%20%26%20Kai%20for%20Mongo%20Side-by-Side/images/mongo-enabled-workspace.png\" style=\"width: 500\">"
+        "<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/atlas-and-kai-for-mongo/images/mongo-enabled-workspace.png\" style=\"width: 500\">"
       ]
     },
     {
@@ -189,7 +189,7 @@
       "source": [
         "**Select the workspace that you want to use.**\n",
         "\n",
-        "<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Atlas%20%26%20Kai%20for%20Mongo%20Side-by-Side/images/select-workspace-and-database.png\" style=\"width: 500px; border: 1px solid darkorchid\">"
+        "<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/atlas-and-kai-for-mongo/images/select-workspace-and-database.png\" style=\"width: 500px; border: 1px solid darkorchid\">"
       ]
     },
     {
@@ -305,7 +305,7 @@
       "source": [
         "**In-app analytics is everywhere.**\n",
         "\n",
-        "<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Atlas%20%26%20Kai%20for%20Mongo%20Side-by-Side/images/in-app-analytics.png\" style=\"width: 600px; border: 1px solid darkorchid\">"
+        "<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/atlas-and-kai-for-mongo/images/in-app-analytics.png\" style=\"width: 600px; border: 1px solid darkorchid\">"
       ]
     },
     {

notebooks/image-matching-with-sql/notebook.ipynb

@@ -16,7 +16,7 @@
       "cell_type": "markdown",
       "id": "b21735c2-31ad-4e38-9a5f-afae2c46de38",
       "metadata": {},
-      "source": "<div style=\"text-align: center\">\n<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Image%20Matching%20with%20SQL/images/emma-thompson.png\" width=\"500\"/>\n</div>"
+      "source": "<div style=\"text-align: center\">\n<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/image-matching-with-sql/images/emma-thompson.png\" width=\"500\"/>\n</div>"
     },
     {
       "cell_type": "markdown",

notebooks/launch-open-source-apps-with-langchain/notebook.ipynb

@@ -10,7 +10,7 @@
       "cell_type": "markdown",
       "id": "7ed6450d-8003-47b8-9d31-4ffa221906ae",
       "metadata": {},
-      "source": "# Movie Recommendation\n\n*Source*: [Full MovieLens 25M Dataset](https://grouplens.org/datasets/movielens/25m/)\n\nThis notebook demonstrates how SingleStoreDB helps you build a simple Movie Recommender System.\n\n<img src=https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Movie%20Recommendation/images/database-tables.png width=\"1000\">"
+      "source": "# Movie Recommendation\n\n*Source*: [Full MovieLens 25M Dataset](https://grouplens.org/datasets/movielens/25m/)\n\nThis notebook demonstrates how SingleStoreDB helps you build a simple Movie Recommender System.\n\n<img src=https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/movie-recommendation/images/database-tables.png width=\"1000\">"
     },
     {
       "cell_type": "markdown",

notebooks/launch-open-source-apps-with-langchain/notebook2.ipynb

@@ -22,7 +22,7 @@
       "cell_type": "markdown",
       "id": "8c502a67-9e8e-43b8-8bc6-41df4d5835da",
       "metadata": {},
-      "source": "First select a workspace and the `information_schema` database from the drop-down menu at the top of this notebook.First select a workspace and the `information_schema` database from the drop-down menu at the top of this notebook.\n\n<img src=https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Notebook%20Basics/images/select-workspace-and-database.png style=\"width: 500px; border: 1px solid darkorchid\"/>"
+      "source": "First select a workspace and the `information_schema` database from the drop-down menu at the top of this notebook.First select a workspace and the `information_schema` database from the drop-down menu at the top of this notebook.\n\n<img src=https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/notebook-basics/images/select-workspace-and-database.png style=\"width: 500px; border: 1px solid darkorchid\"/>"
     },
     {
       "cell_type": "markdown",
@@ -214,7 +214,7 @@
       "cell_type": "markdown",
       "id": "1a15dcbc-4a03-49c2-ae18-130d97fb03e9",
       "metadata": {},
-      "source": "# 2. Connecting to an external datasource\n\nYou can securely connect to external endpoints from your SingleStoreDB notebooks. By default, connections are limited to SingleStoreDB databases; however, you can enable and disable connections to other external endpoints via the allowlist. To add or remove endpoints from the allowlist:\n\n1. In the left navigation, select Notebooks.\n2. Select the Firewall tab in the main window.\n3. Select Edit to add new endpoints:\n\n<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Notebook%20Basics/images/new-endpoints.png\">\n\n4. In the Edit Allowlist dialog, you can add a Fully Qualified Domain Name (FQDN) or select from a list of suggested FQDNs (for example `pypi.org` or `github.com`). You can provide wildcard access to an endpoint by using the `*` character. For example, to access an AWS S3 endpoints, you can use the following syntax:  `*.s3.*.amazonaws.com`\n5. Select Save.\n\n<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/Notebook%20Basics/images/connect-to-an-external-datasource.png\" style=\"width: 500px\">"
+      "source": "# 2. Connecting to an external datasource\n\nYou can securely connect to external endpoints from your SingleStoreDB notebooks. By default, connections are limited to SingleStoreDB databases; however, you can enable and disable connections to other external endpoints via the allowlist. To add or remove endpoints from the allowlist:\n\n1. In the left navigation, select Notebooks.\n2. Select the Firewall tab in the main window.\n3. Select Edit to add new endpoints:\n\n<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/notebook-basics/images/new-endpoints.png\">\n\n4. In the Edit Allowlist dialog, you can add a Fully Qualified Domain Name (FQDN) or select from a list of suggested FQDNs (for example `pypi.org` or `github.com`). You can provide wildcard access to an endpoint by using the `*` character. For example, to access an AWS S3 endpoints, you can use the following syntax:  `*.s3.*.amazonaws.com`\n5. Select Save.\n\n<img src=\"https://raw.githubusercontent.com/singlestore-labs/spaces-notebooks/master/notebooks/notebook-basics/images/connect-to-an-external-datasource.png\" style=\"width: 500px\">"
     },
     {
       "cell_type": "markdown",