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Updated wordings of headers
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"source": [
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"## Pinecone\n",
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"\n",
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"Now we'll look to index these embedded documents in a vector database and search them. The first option we'll look at is **Pinecone**, a managed vector database which offers a cloud-native option.\n",
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"We'll index these embedded documents in a vector database and search them. The first option we'll look at is **Pinecone**, a managed vector database which offers a cloud-native option.\n",
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"\n",
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"Before you proceed with this step you'll need to navigate to [Pinecone](pinecone.io), sign up and then save your API key as an environment variable titled ```PINECONE_API_KEY```.\n",
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"\n",
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"source": [
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"### Setup\n",
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"\n",
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"To get Weaviate running locally we used Docker and followed the instructions contained in this article: https://weaviate.io/developers/weaviate/current/installation/docker-compose.html\n",
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"To get Weaviate running locally we used Docker and followed the instructions contained the Weaviate documentation here: https://weaviate.io/developers/weaviate/current/installation/docker-compose.html\n",
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"\n",
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"For an example docker-compose.yaml file please refer to `./weaviate/docker-compose.yaml` in this repo\n",
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"\n",
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"\n",
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"In this case we'll create a schema called **Article** with the **title** vector from above included for us to search by.\n",
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"\n",
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"The next few steps closely follow the documents Weaviate provides [here](https://weaviate.io/developers/weaviate/current/tutorials/how-to-use-weaviate-without-modules.htm)"
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"The next few steps closely follow the documentation Weaviate provides [here](https://weaviate.io/developers/weaviate/current/tutorials/how-to-use-weaviate-without-modules.htm)"
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]
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},
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{
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