Metadata-Version: 2.1
Name: NeighborBlend
Version: 0.3.0
Summary: UNKNOWN
Home-page: https://github.com/sonisanskar/Neighborhood-Blending
Author: Soni Sanskar
Author-email: soni.sanskar@gmail.com
License: MIT
Description: 
        # Neighborhood Blending
        
        ![PyPI - Python Version](https://img.shields.io/pypi/pyversions/p)
        
        
        
        
        Generally, the embedding used for any task is already pre-trained and generalized. However, for a specific task, Neighborhood Blending/mixing can be used. Here, we try to use the fact that a specific query/instance is primarily affected by its nearest neighbors only. Neighborhood Blending is a general technique and can be used in text data with pre-trained embedding or on images data.
        After the queries get encoded using any sentence transformer model and using [*Facebook AI Similarity Search (FAISS)*](https://github.com/facebookresearch/faiss) to search for the similar embedding of multimedia documents, we obtained the top k nearest neighbors (in terms of similarity) of each given query.
        
        Neighborhood Blending is used to make similar queries more distinct and closer to their neighbors. It makes the clusters more coherent. 
        
        
        Official repository: 
        https://github.com/sonisanskar/Neighborhood-Blending
        
        # Features
        - Cross-platform: Windows, Mac, and Linux are officially supported.
        - Works with Python  2.7,3.5,3.6,3.7
        # Requires
        - numpy, pandas , faiss-cpu or faiss-gpu
        ## Acknowledgements
        
         - [FAISS](https://github.com/facebookresearch/faiss)
         
        ## Authors
        
        - [@sonisanskar](https://github.com/sonisanskar)
        
        
        ## 🔗 Links
        
        [![linkedin](https://img.shields.io/badge/linkedin-0A66C2?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/sanskar-soni-6337a1196/)
        [![twitter](https://img.shields.io/badge/twitter-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white)](https://twitter.com/sanskar75030473)
        
        
        ## Support
        
        For support, email soni.sanskar@gmail.com 
        
        
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3.5
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3
Description-Content-Type: text/markdown
