[DOC] Correction to Binary Quantization

[shashankviswanadha]

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Tell us about your request. Provide a summary of the request.
In the last example in the section on Binary Quantization https://opensearch.org/docs/2.17/search-plugins/knn/knn-vector-quantization/#using-bq the field params should have been parameters. This is the corrected example that works on 2.17:

PUT my-vector-index
{
  "mappings": {
    "properties": {
      "my_vector_field": {
        "type": "knn_vector",
        "dimension": 8,
        "space_type": "l2",
        "data_type": "float",
        "mode": "on_disk",
        "compression_level": "16x",
        "method": {
            "params": {
                "ef_construction": 16
            }
        }
      }
    }
  }
}

Version: 2.17

What other resources are available? Provide links to related issues, POCs, steps for testing, etc.

[Naarcha-AWS]

@shashankviswanadha: Do you want to go ahead and submit a PR for this one?

[shashankviswanadha]

@Naarcha-AWS Sure,
#8985