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#text-embeddings

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modelsMar 15

CPU Optimized Embeddings with 🤗 Optimum Intel and fastRAG

Hugging Face and Intel collaborated on Optimum Intel, a software stack that optimizes CPU performance for embedding models. This enables faster and more efficient processing of text embeddings. You can integrate Optimum Intel with fastRAG to deploy optimized embeddings in your applications. The optimized software stack reduces computational requirements.

Key takeaways
  • Optimum Intel optimizes CPU performance for embedding models.
  • Integration with fastRAG enables optimized embedding deployment.
  • Reduces computational requirements for text embeddings.
tutorialsJun 23

Getting Started With Embeddings

This guide provides an introduction to embeddings, a technique for representing text as numerical vectors. Embeddings enable text search, clustering, and classification. You can use pre-trained models from Hugging Face for generating embeddings.

Key takeaways
  • Embeddings represent text as numerical vectors.
  • Pre-trained models are available for generating embeddings.
  • Embeddings enable text search, clustering, and classification.