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Commit33fda79

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Small clean ups
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‎pgml-cms/docs/SUMMARY.md

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*[Hyperparameter Search](open-source/pgml/api/pgml.train/hyperparameter-search.md)
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*[Joint Optimization](open-source/pgml/api/pgml.train/joint-optimization.md)
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*[pgml.tune()](open-source/pgml/api/pgml.tune.md)
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*[Guides]()
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*[Guides](open-source/pgml/guides/README.md)
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*[Embeddings](open-source/pgml/guides/embeddings/README.md)
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*[In-database Generation](open-source/pgml/guides/embeddings/in-database-generation.md)
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*[Dimensionality Reduction](open-source/pgml/guides/embeddings/dimensionality-reduction.md)
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*[Normalization](open-source/pgml/guides/embeddings/vector-normalization.md)
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*[Search](open-source/pgml/guides/improve-search-results-with-machine-learning.md)
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*[Chatbots](open-source/pgml/guides/chatbots/README.md)
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*[Example Application](TODO/chatbots.md)
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*[Supervised Learning](open-source/pgml/guides/supervised-learning.md)
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*[Unified RAG](open-source/pgml/guides/unified-rag.md)
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*[OpenSourceAI](open-source/pgml/guides/opensourceai.md)
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*[Natural Language Processing](open-source/pgml/guides/natural-language-processing.md)
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*[Vector database](open-source/pgml/guides/vector-database.md)
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*[RAG](open-source/korvus/guides/rag.md)
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*[Vector Search](open-source/korvus/guides/vector-search.md)
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*[Document Search](open-source/korvus/guides/document-search.md)
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*[OpenSourceAI](open-source/korvus/guides/opensourceai.md)
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*[Example Apps](open-source/korvus/example-apps/README.md)
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*[Semantic Search](open-source/korvus/example-apps/semantic-search.md)
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*[RAG with OpenAI](open-source/korvus/example-apps/rag-with-openai.md)

‎pgml-cms/docs/open-source/korvus/guides/README.md

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-[Constructing Pipelines](constructing-pipelines)
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-[RAG](rag)
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-[Vector Search](vector-search)
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-[Document Search](document-search)
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-[OpenSourceAI](opensourceai)
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#Guides
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*[Embeddings](open-source/pgml/guides/embeddings/README.md)
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*[In-database Generation](open-source/pgml/guides/embeddings/in-database-generation.md)
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*[Dimensionality Reduction](open-source/pgml/guides/embeddings/dimensionality-reduction.md)
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*[Aggregation](open-source/pgml/guides/embeddings/vector-aggregation.md)
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*[Similarity](open-source/pgml/guides/embeddings/vector-similarity.md)
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*[Normalization](open-source/pgml/guides/embeddings/vector-normalization.md)
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*[Search](open-source/pgml/guides/improve-search-results-with-machine-learning.md)
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*[Chatbots](open-source/pgml/guides/chatbots/README.md)
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*[Example Application](TODO/chatbots.md)
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*[Supervised Learning](open-source/pgml/guides/supervised-learning.md)
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*[Unified RAG](open-source/pgml/guides/unified-rag.md)
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*[OpenSourceAI](open-source/pgml/guides/opensourceai.md)
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*[Natural Language Processing](open-source/pgml/guides/natural-language-processing.md)
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*[Vector database](open-source/pgml/guides/vector-database.md)
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*[Embeddings](embeddings/)
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*[In-database Generation](embeddings/in-database-generation.md)
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*[Dimensionality Reduction](embeddings/dimensionality-reduction.md)
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*[Aggregation](embeddings/vector-aggregation.md)
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*[Similarity](embeddings/vector-similarity.md)
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*[Normalization](embeddings/vector-normalization.md)
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*[Search](improve-search-results-with-machine-learning.md)
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*[Chatbots](chatbots/)
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*[Supervised Learning](supervised-learning.md)
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*[Unified RAG](unified-rag.md)
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*[Natural Language Processing](natural-language-processing.md)
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*[Vector Database](vector-database.md)

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