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fix typos
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β€Žcontent/tracks/index.json

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"coding-together-apple-ii",
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"mastodon",
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"discord-bots",
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"livestreams",
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"neural-networks",
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"noise",
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"p5-tips-and-tricks",
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{
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"title": "Coding Train Live!",
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"description": "This side track is a collection of select livestreams.",
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"videos": ["livestreams/sentence-embeddings/clustering-sentence-embeddings"]
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}

β€Žcontent/videos/livestreams/sentence-embeddings/clustering-sentence-embeddings/index.json

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"description": "In the livestream, I demonstrate how to visualize sentence embeddings with transfomers.js and umap",
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"videoNumber": "",
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"videoId": "1mwguqeEz8c",
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"date": "2023-12-4",
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"date": "2023-12-04",
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"languages": ["Transformers.js"],
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"topics": ["transformers", "embeddings", "retrieval augmented generation", "umap"],
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"canContribute": false,
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"timestamps": [
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{ "time": "0:00:00", "title": "Livestream starts" },
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{ "time": "0:06:10", "title": "Welcome" },
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{ "time": "0:10:46", "title": "Programming with text" },
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{ "time": "0:20:55", "title": "save embeddigs.json repo" },
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{ "time": "0:20:55", "title": "save embeddings.json repo" },
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{ "time": "0:31:29", "title": "What is an embedding?" },
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{ "time": "0:38:45", "title": "Feature extraction" },
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{ "time": "0:47:31", "title": "Retrieval Augmented Generation" },
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{ "time": "1:49:03", "title": "umap.js" },
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{ "time": "1:54:30", "title": "umap parameters" },
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{ "time": "2:00:51", "title": "Visualize umap results" },
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{ "time": "2:07:71", "title": "Step through one cycle of the algorithm" },
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{ "time": "2:07:41", "title": "Step through one cycle of the algorithm" },
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{ "time": "2:14:56", "title": "Add raw embeddings json data" },
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{ "time": "2:17:47", "title": "Change circles to text" },
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{ "time": "2:24:46", "title": "Things you can try" },
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"description": "Paper proposing C-Pack"
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},
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{
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"icon": "",
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"icon": "πŸ”—",
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"title": "bge-large-en-v1.5 demo",
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"url": "https://replicate.com/nateraw/bge-large-en-v1.5",
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"description": "bge-large-en-v1.5 demo on Replicate"
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},
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{
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"icon": "",
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"icon": "πŸ”—",
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"title": "bge-large-en-v1.5",
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"url": "https://huggingface.co/BAAI/bge-large-en-v1.5",
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"description": "Model card about bge-large-en-v1.5 on Hugging Face"
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{
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"icon": "πŸš‚",
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"title": "How to Set up A Node Project",
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"url": "content/videos/discord/setup-node-project",
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"url": "/tracks/discord-bots/discord/setup-node-project",
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"description": "My tutorial about setting up a Node project."
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},
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{

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