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‎pgml-cms/docs/SUMMARY.md‎

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* [Aggregation](guides/embeddings/vector-aggregation.md)
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* [Similarity](guides/embeddings/vector-similarity.md)
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* [Normalization](guides/embeddings/vector-normalization.md)
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<!-- * [Indexing w/ pgvector](guides/embeddings/indexing-w-pgvector.md) -->
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<!-- * [Re-ranking nearest neighbors](guides/embeddings/re-ranking-nearest-neighbors.md) -->
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<!-- * [Proprietary Models](guides/embeddings/proprietary-models.md) -->
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* [Search](guides/improve-search-results-with-machine-learning.md)
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* [Chatbots](guides/chatbots/README.md)
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* [Example Application](use-cases/chatbots.md)
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* [Supervised Learning](guides/supervised-learning.md)
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* [OpenSourceAI](guides/opensourceai.md)
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* [Natural Language Processing](guides/natural-language-processing.md)
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<!--
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* [Search]()
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* [Keyword Search]()
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* [Vector Search]()
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* [Hybrid Search]()
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* [Ranking]()
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* [Transformers & LLMs]()
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* [Text Generation]()
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* [Prompt Engineering]()
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* [Unified RAG]()
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* [Personalization]()
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* [Recommendations]()
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* [Forecasting]()
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* [Time series]()
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* [Events]()
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* [Fraud Detection]()
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* [Incentive Optimization]()
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* [Machine Learning]()
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* [Feature Engineering]()
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* [Regression]()
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* [Classification]()
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* [Clustering]()
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* [Matrix Decomposition]()
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* [Natural Language Processing]()
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* [Tokenization]()
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* [Chunking]()
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* [Text Generation]()
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* [Sentiment Analysis]()
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* [Summarization]()
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## Reference
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* [SQL]()
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* [Explain plans]()
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* [Composition]()
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* [LLMs]()
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* [LLama]()
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* [GPT]()
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* [Facon]()
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* [Glossary]()
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-->
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## Product
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‎pgml-cms/docs/summary_draft.md‎

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# Table of contents
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## Introduction
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* [Overview](README.md)
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* [Getting started](introduction/getting-started/README.md)
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* [Create your database](introduction/getting-started/create-your-database.md)
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* [Connect your app](introduction/getting-started/connect-your-app.md)
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* [Import your data](introduction/getting-started/import-your-data/README.md)
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* [Logical replication](introduction/getting-started/import-your-data/logical-replication/README.md)
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* [Foreign Data Wrappers](introduction/getting-started/import-your-data/foreign-data-wrappers.md)
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* [Move data with COPY](introduction/getting-started/import-your-data/copy.md)
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* [Migrate with pg_dump](introduction/getting-started/import-your-data/pg-dump.md)
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## API
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* [Overview](api/overview.md)
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* [SQL extension](api/sql-extension/README.md)
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* [pgml.embed()](api/sql-extension/pgml.embed.md)
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* [pgml.transform()](api/sql-extension/pgml.transform/README.md)
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* [Fill-Mask](api/sql-extension/pgml.transform/fill-mask.md)
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* [Question answering](api/sql-extension/pgml.transform/question-answering.md)
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* [Summarization](api/sql-extension/pgml.transform/summarization.md)
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* [Text classification](api/sql-extension/pgml.transform/text-classification.md)
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* [Text Generation](api/sql-extension/pgml.transform/text-generation.md)
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* [Text-to-Text Generation](api/sql-extension/pgml.transform/text-to-text-generation.md)
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* [Token Classification](api/sql-extension/pgml.transform/token-classification.md)
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* [Translation](api/sql-extension/pgml.transform/translation.md)
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* [Zero-shot Classification](api/sql-extension/pgml.transform/zero-shot-classification.md)
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* [pgml.deploy()](api/sql-extension/pgml.deploy.md)
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* [pgml.decompose()](api/sql-extension/pgml.decompose.md)
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* [pgml.chunk()](api/sql-extension/pgml.chunk.md)
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* [pgml.generate()](api/sql-extension/pgml.generate.md)
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* [pgml.predict()](api/sql-extension/pgml.predict/README.md)
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* [Batch Predictions](api/sql-extension/pgml.predict/batch-predictions.md)
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* [pgml.train()](api/sql-extension/pgml.train/README.md)
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* [Regression](api/sql-extension/pgml.train/regression.md)
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* [Classification](api/sql-extension/pgml.train/classification.md)
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* [Clustering](api/sql-extension/pgml.train/clustering.md)
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* [Decomposition](api/sql-extension/pgml.train/decomposition.md)
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* [Data Pre-processing](api/sql-extension/pgml.train/data-pre-processing.md)
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* [Hyperparameter Search](api/sql-extension/pgml.train/hyperparameter-search.md)
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* [Joint Optimization](api/sql-extension/pgml.train/joint-optimization.md)
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* [pgml.tune()](api/sql-extension/pgml.tune.md)
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* [Client SDK](api/client-sdk/README.md)
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* [Collections](api/client-sdk/collections.md)
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* [Pipelines](api/client-sdk/pipelines.md)
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* [Vector Search](api/client-sdk/search.md)
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* [Document Search](api/client-sdk/document-search.md)
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* [Tutorials](api/client-sdk/tutorials/README.md)
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* [Semantic Search](api/client-sdk/tutorials/semantic-search.md)
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* [Semantic Search Using Instructor Model](api/client-sdk/tutorials/semantic-search-1.md)
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## Guides
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* [Embeddings](guides/embeddings/README.md)
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* [In-database Generation](guides/embeddings/in-database-generation.md)
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* [Dimensionality Reduction](guides/embeddings/dimensionality-reduction.md)
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* [Aggregation](guides/embeddings/vector-aggregation.md)
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* [Similarity](guides/embeddings/vector-similarity.md)
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* [Normalization](guides/embeddings/vector-normalization.md)
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<!-- * [Indexing w/ pgvector](guides/embeddings/indexing-w-pgvector.md) -->
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<!-- * [Re-ranking nearest neighbors](guides/embeddings/re-ranking-nearest-neighbors.md) -->
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<!-- * [Proprietary Models](guides/embeddings/proprietary-models.md) -->
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* [Search](guides/improve-search-results-with-machine-learning.md)
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* [Chatbots](guides/chatbots/README.md)
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* [Example Application](use-cases/chatbots.md)
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* [Supervised Learning](guides/supervised-learning.md)
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* [OpenSourceAI](guides/opensourceai.md)
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* [Natural Language Processing](guides/natural-language-processing.md)
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<!--
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* [Search]()
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* [Keyword Search]()
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* [Vector Search]()
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* [Hybrid Search]()
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* [Ranking]()
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* [Transformers & LLMs]()
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* [Text Generation]()
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* [Prompt Engineering]()
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* [Unified RAG]()
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* [Personalization]()
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* [Recommendations]()
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* [Forecasting]()
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* [Time series]()
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* [Events]()
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* [Fraud Detection]()
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* [Incentive Optimization]()
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* [Machine Learning]()
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* [Feature Engineering]()
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* [Regression]()
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* [Classification]()
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* [Clustering]()
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* [Matrix Decomposition]()
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* [Natural Language Processing]()
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* [Tokenization]()
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* [Chunking]()
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* [Text Generation]()
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* [Sentiment Analysis]()
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* [Summarization]()
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## Reference
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* [SQL]()
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* [Explain plans]()
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* [Composition]()
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* [LLMs]()
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* [LLama]()
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* [GPT]()
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* [Facon]()
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* [Glossary]()
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-->
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## Product
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* [Cloud database](product/cloud-database/README.md)
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* [Serverless](product/cloud-database/serverless.md)
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* [Dedicated](product/cloud-database/dedicated.md)
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* [Enterprise](product/cloud-database/plans.md)
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* [Vector database](product/vector-database.md)
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* [PgCat pooler](product/pgcat/README.md)
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* [Features](product/pgcat/features.md)
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* [Installation](product/pgcat/installation.md)
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* [Configuration](product/pgcat/configuration.md)
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## Resources
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* [Architecture](resources/architecture/README.md)
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* [Why PostgresML?](resources/architecture/why-postgresml.md)
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* [FAQs](resources/faqs.md)
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* [Data Storage & Retrieval](resources/data-storage-and-retrieval/README.md)
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* [Documents](resources/data-storage-and-retrieval/documents.md)
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* [Partitioning](resources/data-storage-and-retrieval/partitioning.md)
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* [LLM based pipelines with PostgresML and dbt (data build tool)](resources/data-storage-and-retrieval/llm-based-pipelines-with-postgresml-and-dbt-data-build-tool.md)
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* [Benchmarks](resources/benchmarks/postgresml-is-8-40x-faster-than-python-http-microservices.md)
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* [PostgresML is 8-40x faster than Python HTTP microservices](resources/benchmarks/postgresml-is-8-40x-faster-than-python-http-microservices.md)
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* [Scaling to 1 Million Requests per Second](resources/benchmarks/million-requests-per-second.md)
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* [MindsDB vs PostgresML](resources/benchmarks/mindsdb-vs-postgresml.md)
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* [GGML Quantized LLM support for Huggingface Transformers](resources/benchmarks/ggml-quantized-llm-support-for-huggingface-transformers.md)
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* [Making Postgres 30 Percent Faster in Production](resources/benchmarks/making-postgres-30-percent-faster-in-production.md)
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* [Developer Docs](resources/developer-docs/README.md)
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* [Local Docker Development](resources/developer-docs/quick-start-with-docker.md)
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* [Installation](resources/developer-docs/installation.md)
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* [Contributing](resources/developer-docs/contributing.md)
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* [Distributed Training](resources/developer-docs/distributed-training.md)
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* [GPU Support](resources/developer-docs/gpu-support.md)
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* [Self-hosting](resources/developer-docs/self-hosting/README.md)
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* [Pooler](resources/developer-docs/self-hosting/pooler.md)
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* [Building from source](resources/developer-docs/self-hosting/building-from-source.md)
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* [Replication](resources/developer-docs/self-hosting/replication.md)
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* [Backups](resources/developer-docs/self-hosting/backups.md)
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* [Running on EC2](resources/developer-docs/self-hosting/running-on-ec2.md)

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