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Tag: cosine

How to Calculate Cosine Similarity in Python?

Introduction This article will discuss cosine similarity, a tool for comparing two non-zero vectors. Its effectiveness at determining the orientation of vectors, regardless of their...

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Enhance image search experiences with Amazon Personalize, Amazon OpenSearch Service, and Amazon Titan Multimodal Embeddings in Amazon Bedrock | Amazon Web Services

A variety of different techniques have been used for returning images relevant to search queries. Historically, the idea of creating a joint embedding space...

End-to-end LLM training on instance clusters with over 100 nodes using AWS Trainium | Amazon Web Services

Llama is Meta AI’s large language model (LLM), with variants ranging from 7 billion to 70 billion parameters. Llama uses a transformers-based decoder-only model...

Create a multimodal assistant with advanced RAG and Amazon Bedrock | Amazon Web Services

Retrieval Augmented Generation (RAG) models have emerged as a promising approach to enhance the capabilities of language models by incorporating external knowledge from large...

Evaluate the text summarization capabilities of LLMs for enhanced decision-making on AWS | Amazon Web Services

Organizations across industries are using automatic text summarization to more efficiently handle vast amounts of information and make better decisions. In the financial sector,...

ColBERT – Improve Retrieval Performance with Token Level Vector Embeddings

Introduction Retrieval Augmented-Generation (RAG) has taken the world by Storm ever since its inception. RAG is what is necessary for the Large Language Models (LLMs)...

Cost-effective document classification using the Amazon Titan Multimodal Embeddings Model | Amazon Web Services

Organizations across industries want to categorize and extract insights from high volumes of documents of different formats. Manually processing these documents to classify and...

Admins need PD too— Insights on CoSN’s CTO Academy

What does it take to run the tech for a school district in 2024? A lot more than resetting the router. At #CoSN2024 next...

Look Who’s Talking: Superintendent Susan Enfield on the Changing Role of Leadership in Schools

Title: Leading in Service to Schools: Every Leader Matters School districts are in a precarious state. Post-pandemic, institutions are still grappling with learning recovery,...

Build a contextual text and image search engine for product recommendations using Amazon Bedrock and Amazon OpenSearch Serverless | Amazon Web Services

The rise of contextual and semantic search has made ecommerce and retail businesses search straightforward for its consumers. Search engines and recommendation systems powered...

‘Entropy Bagels’ and Other Complex Structures Emerge From Simple Rules | Quanta Magazine

IntroductionRepetition doesn’t always have to be humdrum. In mathematics, it is a powerful force, capable of generating bewildering complexity. Even after decades of study, mathematicians...

Techniques and approaches for monitoring large language models on AWS | Amazon Web Services

Large Language Models (LLMs) have revolutionized the field of natural language processing (NLP), improving tasks such as language translation, text summarization, and sentiment analysis....

Evaluating Methods for Calculating Document Similarity – KDnuggets

Image by Editor Data science is a field that has grown tremendously in the last hundred years because of advancements made in the field of...

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