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  1. f1_score — scikit-learn 1.6.1 documentation

    \[\text{F1} = \frac{2 * \text{TP}}{2 * \text{TP} + \text{FP}...\text{FP} + \text{FN}}\] Where \(\text{TP}\) is the number of true positives,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.f1_score.html
    Thu Apr 10 21:02:05 UTC 2025
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  2. Configurable chunking settings for inference AP...

    document ingestion with semantic text fields. Integrations How To...this API is to support semantic text fields used for semantic search...
    www.elastic.co/search-labs/blog/elasticsearch-chunking-inference-api-endpoints
    Wed Mar 26 00:35:39 UTC 2025
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  3. 6.3. Preprocessing data — scikit-learn 1.6.1 do...

    - 1'_{\text{n}_{samples}} K - K_{test} 1_{\text{n}_{samples}}...X_train , X_test , y_train , y_test = train_test_split ( X ,...
    scikit-learn.org/stable/modules/preprocessing.html
    Thu Apr 10 21:02:04 UTC 2025
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  4. density — scikit-learn 1.6.1 documentation

    examples # Classification of text documents using sparse features...features Classification of text documents using sparse features On...
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.density.html
    Mon Apr 07 10:07:15 UTC 2025
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  5. How to optimize RAG retrieval in Elastisearch w...

    consolidate all test case parameters into a single LLM test case. Running...(leveraging vector embeddings), text-based (using query rules), or...
    www.elastic.co/search-labs/blog/rag-retrieval-elasticsearch-deepeval
    Thu Mar 20 00:38:55 UTC 2025
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  6. clustering.rst.txt

    math:: \text{ARI} = \frac{\text{RI} - E[\text{RI}]}{\max(\text{RI})...math:: \text{AMI} = \frac{\text{MI} - E[\text{MI}]}{\text{mean}(H(U),...
    scikit-learn.org/stable/_sources/modules/clustering.rst.txt
    Thu Apr 10 21:02:03 UTC 2025
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  7. Maps for Geospatial Analysis | Elastic

    text, and other Elasticsearch data...multi-lines, and boxes. And as a full-text search engine, a columnar store,...
    www.elastic.co/maps
    Fri Apr 11 00:23:31 UTC 2025
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  8. Building a RAG System With Gemma, Hugging Face ...

    These are text-to-text and decoder-only models...Generation) refers to the portion of text or documents from which the...
    www.elastic.co/search-labs/blog/building-a-rag-system-with-gemma-hugging-face-elasticsearch
    Fri Apr 11 00:43:10 UTC 2025
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  9. What is Retrieval Augmented Generation (RAG)? |...

    information to generate text responses. The generated text might go through...a technique that supplements text generation with information...
    www.elastic.co/what-is/retrieval-augmented-generation
    Fri Apr 11 00:35:05 UTC 2025
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  10. OpenAI - Elasticsearch Labs

    such as text-embedding-ada-002 , to transform text into a vector...
    www.elastic.co/search-labs/integrations/open-ai
    Fri Apr 11 00:20:08 UTC 2025
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