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pradeepdev-1995 / Index-based-semantic-similarity-unstructured-data-search

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Unstructured data refers to information that is not organised using a predetermined data model or schema and cannot be stored in a conventional relational database system. There are several methods for search unstructured data semantically- That is by taking the actual context/meaning of the sentences.One best approach is index based approach.

semantic text-mining data-mining spotify-api semantic-search-engine question-answering index semantic-search bert annoy sentence-embeddings unstructured-data unstructured-text nmslib faiss hnsw hnswlib sentence-transformers index-search unstructured-search
  • Updated Nov 15, 2022
  • Jupyter Notebook

bshepp / fieldvector

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Convert 2D scalar fields into searchable vector embeddings using statistical, gradient, spectral, texture, and structural features. HNSW-indexed similarity search for any 2D numeric grid — geoscience, remote sensing, microscopy, simulation, or mathematics.

python embeddings remote-sensing feature-extraction scientific-computing similarity-search texture-analysis nmslib hnsw vector-search image-features 2d-fields
  • Updated May 22, 2026
  • Python

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