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[] Discussion on the Need for Quantization
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Classroom Contents
Binary Quantization Methods for Vector Database Optimization
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- 1 [] Introduction and Welcome
- 2 [] Discussion on the Need for Quantization
- 3 [] Challenges of Traditional Vector Indexing
- 4 [] Compensating for Data Growth with Quantization
- 5 [] Overcoming the Challenges with Oversampling
- 6 [] Compatibility of Different Models with Binary Quantization
- 7 [] Benefits and Speed of Binary Quantization
- 8 [] Comparison of Dot Product and Hamming Distance
- 9 [] Implementing Binary Quantization
- 10 [] Closing Remarks
