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Build a search engine using FAISS (Facebook AI Similarity Search) that can help us find the most related book to our quotes or queries, both in English and Italian books

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IsmaelMousa/books-semantic-search

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Books Search Engine With FAISS

Build a search engine using FAISS (Facebook AI Similarity Search) that can help us find the most related book to our quotes or queries, both in English books and Italian.

Dependencies

pip install -r requirements.txt

Datasets

Two datasets that contains a books in two different languages, english and italian.

Model

A sentence-transformers model that maps sentences to a 768 dimensional dense vector space and was designed for semantic search.

Checkpoint: sentence-transformers/multi-qa-mpnet-base-dot-v1

Languages

  • English 🇺🇸
  • Italian 🇮🇹

Results

The performance was so good, the experiment was conducted on a single quote in two different languages, and the resulting books were related very well to the entered quote.

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Build a search engine using FAISS (Facebook AI Similarity Search) that can help us find the most related book to our quotes or queries, both in English and Italian books

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