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World's most downloaded vector database: Elasti...
"my_text" : { "type" : "text" }, "category": {...vectors: Fast and efficient Sparse text expansion and dense meaning...www.elastic.co/elasticsearch/vector-database -
What is vector search? Better search with ML | ...
including text and images, transforming it...the unstructured data beyond text, such as videos, images, and...www.elastic.co/what-is/vector-search -
7.2. Feature extraction — scikit-learn 1.7.1 do...
1\) \(\text{tf-idf}_{\text{term1}} = \text{tf} \times \text{idf}...document-frequency : \(\text{tf-idf(t,d)}=\text{tf(t,d)} \times \text{idf(t)}\)...scikit-learn.org/stable/modules/feature_extraction.html -
f1_score — scikit-learn 1.7.1 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 -
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 -
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 -
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 -
When hybrid search truly shines - Elasticsearch...
are going to use text fields, and semantic_text for the semantic...second position. Conclusion Full-text search techniques–which find...www.elastic.co/search-labs/blog/elasticsearch-hybrid-search -
plot_release_highlights_1_7_0.rst.txt
--sklearn-color-text: #000; --sklearn-color-text-muted: #666; ...--sklearn-color-text-on-default-background: var(--sg-text-color, va...scikit-learn.org/stable/_sources/auto_examples/release_highlights/plot_release_highlights_1_7_0.r... -
Introducing Retrievers - Search All the Things!...
All the Text! kNN - Search all the Dense Vectors! text_expansion...retrievers, including Standard, kNN, text_expansion, and RRF. Discover...www.elastic.co/search-labs/blog/elasticsearch-retrievers