Add more timesteps, links, and images

Author: kfahn22

content/videos/livestreams/sentence-embeddings/clustering-sentence-embeddings/images/p5.jpg

@@ -1,11 +1,11 @@
 {
   "title": "Sentence Embeddings with transformers.js and umap",
-  "description": "In this video, I cover the node.js \"dotenv\" package and show how to save API credentials as environment variables. ",
-  "videoNumber": "4.3",
+  "description": "In the livestream, I demonstrate how to visualize sentence embeddings with transfomers.js and umap",
+  "videoNumber": "",
   "videoId": "1mwguqeEz8c",
   "date": "2023-12-4",
   "languages": ["Transformers.js"],
-  "topics": ["transformers", "embeddings"],
+  "topics": ["transformers", "embeddings", "retrieval augmented generation", "umap"],
   "canContribute": false,
   "timestamps": [
     { "time": "0:00:00", "title": "Livestream starts" },
@@ -14,32 +14,42 @@
     { "time": "0:20:55", "title": "save embeddigs.json repo" },
     { "time": "0:31:29", "title": "What is an embedding?" },
     { "time": "0:38:45", "title": "Feature extraction" },
-    { "time": "0:47:31", "title": "Retrieval augmented Generation" },
+    { "time": "0:47:31", "title": "Retrieval Augmented Generation" },
     { "time": "0:57:42", "title": "Transformers.js and ONNX" },
     { "time": "0:59:22", "title": "Initialize new node project" },
     { "time": "1:02:05", "title": "Pipelines" },
     { "time": "1:04:15", "title": "Load model function" },
     { "time": "1:08:03", "title": "Remove async" },
-    { "time": "1:11:29", "title": "Corpora" }
+    { "time": "1:11:29", "title": "Find a dataset on Corpora" },
+    { "time": "1:15:14", "title": "Get embeddings" },
+    { "time": "1:30:51", "title": "Embedding projector" },
+    { "time": "1:49:03", "title": "umap.js" },
+    { "time": "1:54:30", "title": "umap parameters" },
+    { "time": "2:00:51", "title": "Visualize umap results" },
+    { "time": "2:07:71", "title": "Step through one cycle of the algorithm" },
+    { "time": "2:14:56", "title": "Add raw embeddings json data" },
+    { "time": "2:17:47", "title": "Change circles to text" },
+    { "time": "2:24:46", "title": "Things you can try" },
+    { "time": "2:25:23", "title": "Outro" }
   ],
   "codeExamples": [
     {
-      "title": "",
-      "description": "",
-      "image": "",
-      "urls": { "p5": "" }
+      "title": "Umap - P5 function name embeddings",
+      "description": "Visualize the P5 functionname embeddings",
+      "image": "p5.jpg",
+      "urls": { "p5": "https://editor.p5js.org/a2zitp/sketches/p63QTp0Sd" }
     },
     {
-      "title": "Umap3 - Loading Embeddings",
-      "description": "",
-      "image": "",
-      "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/AebzAbSpU" }
+      "title": "Umap - random embeddings",
+      "description": "Visualizing the umap with random data",
+      "image": "umap1.jpg",
+      "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/9CpF5OVy4" }
     },
     {
-      "title": "Umap1 - Random Embeddings",
-      "description": "",
-      "image": "",
-      "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/9CpF5OVy4" }
+      "title": "Umap - tv show embeddings",
+      "description": "Visualize the tv embeddings",
+      "image": "umap3.jpg",
+      "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/AebzAbSpU" }
     },
     {
       "title": "Save Embeddings JSON",
@@ -59,31 +69,31 @@
           "description": "Course materials for Embeddings from Programming-from-A-to-Z"
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "Transformers.js",
           "url": "https://huggingface.co/docs/transformers.js/index",
           "description": "Reference for Transformers.js on Hugging Face"
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "umap-js Github Repo",
           "url": "https://github.com/PAIR-code/umap-js",
           "description": "umap-js Github repo"
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "Understanding UMAP",
           "url": "https://pair-code.github.io/understanding-umap",
           "description": "Article by Coenen and Pearce about UMAP."
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "RAG for Nature of Code",
           "url": "https://huggingface.co/spaces/lilacai/nature-of-code",
           "description": "Hugging Face space by lilacai for RAG-NOC"
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "C-Pack: Packaged Resources To Advance General Chinese Embedding",
           "url": "https://arxiv.org/pdf/2309.07597.pdf",
           "description": "Paper proposing C-Pack"
@@ -101,34 +111,46 @@
           "description": "Model card about bge-large-en-v1.5 on Hugging Face"
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "ml5",
           "url": "https://ml5js.org",
           "description": "Website with information and resources about the ml5 library."
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "tensorflow.js",
           "url": "https://www.tensorflow.org/js",
           "description": "Website with information and resources about the tensorflow.js library."
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "ONNX Runtime",
           "url": "https://onnxruntime.ai/docs/tutorials/web/",
           "description": "Tutorial that explains how to run a machine learning model in the brower using ONNX."
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "Corpora",
           "url": "https://github.com/dariusk/corpora",
           "description": "Corpora is a repository of JSON files."
         },
         {
-          "icon": "",
+          "icon": "🔗",
           "title": "tv_shows.json",
           "url": "https://github.com/dariusk/corpora/blob/master/data/film-tv/tv_shows.json",
           "description": "JSON file with a list of 1000 tv shows"
+        },
+        {
+          "icon": "🔗",
+          "title": "TV show embeddings",
+          "url": "https://raw.githubusercontent.com/CodingTrain/Embeddings-Live/main/tv-embeddings.json",
+          "description": "tv show embeddings"
+        },
+        {
+          "icon": "🔗",
+          "title": "Embedding projector",
+          "url": "https://projector.tensorflow.org",
+          "description": "Website to visualize text embeddings"
         }
       ]
     },
@@ -140,6 +162,18 @@
           "title": "How to Set up A Node Project",
           "url": "content/videos/discord/setup-node-project",
           "description": "My tutorial about setting up a Node project."
+        },
+        {
+          "icon": "🚂",
+          "title": "Introduction to Regular Expressions",
+          "url": "https://www.youtube.com/watch?v=7DG3kCDx53c",
+          "description": "My video about Regular Expressions."
+        },
+        {
+          "icon": "🚂",
+          "title": "Exploring Transformers.js Embeddings and Other Updates",
+          "url": "https://www.youtube.com/watch?v=RmFqv7Ehi1I",
+          "description": "Livestream exploring Transformers.js"
         }
       ]
     }