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Merge pull request #58 from mongodb-developer/auto-quantization

Auto quantization

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notebooks
- benchmarks
  - vector_database_comparison_mongodb_postgreSQL.ipynb
- techniques
  - automatic_quantization_of_nomic_emebddings_with_mongodb.ipynb

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