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1.1. Linear Models — scikit-learn 1.6.1 documen...
a cost of \(O(n_{\text{samples}} n_{\text{features}}^2)\) , assuming...assuming that \(n_{\text{samples}} \geq n_{\text{features}}\) . 1.1.2....scikit-learn.org/stable/modules/linear_model.html -
ConfusionMatrixDisplay — scikit-learn 1.6.1 doc...
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html -
Retrieval Augmented Generation (RAG) - Elastics...
models that can generate fluent text, realistic images, and even...the semantic meaning of the text. This is important because it...www.elastic.co/search-labs/blog/retrieval-augmented-generation-rag -
What is Generative AI? | A Comprehensive Genera...
and text. How does generative artificial...models can generate expansive text based on words provided for...www.elastic.co/what-is/generative-ai -
decomposition.rst.txt
||X-UV||_{\text{Fro}}^2+\alpha||V||_{1,1} \\ \text{subject to...||X-UV||_{\text{Fro}}^2+\alpha||U||_{1,1} \\ \text{subject to...scikit-learn.org/stable/_sources/modules/decomposition.rst.txt -
GenAI for customer support — Part 1: Building o...
case details as text. 2. The retrieved text would then be automatically...initial request as text. 3. The retrieved text would then be automatically...www.elastic.co/blog/genai-customer-support-building-proof-of-concept -
CountVectorizer — scikit-learn 1.6.1 documentation
on a Text Dataset Semi-supervised Classification on a Text Dataset...class sklearn.feature_extraction.text. CountVectorizer ( * , input='content'...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html -
Cohere - Elasticsearch Labs
transform text chunks into vector representations....instructions and generate useful text. These models can be accessed...www.elastic.co/search-labs/integrations/cohere -
2.3. Clustering — scikit-learn 1.6.1 documentation
\[\text{ARI} = \frac{\text{RI} - E[\text{RI}]}{\max(\text{RI})...index: \[\text{AMI} = \frac{\text{MI} - E[\text{MI}]}{\text{mean}(H(U),...scikit-learn.org/stable/modules/clustering.html -
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