[GitHub] [solr] magibney commented on a change in pull request #476: SOLR-15880: K Nearest Neighbors Search

[GitBox <gi...@apache.org>]

magibney commented on a change in pull request #476:
URL: https://github.com/apache/solr/pull/476#discussion_r787959876



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File path: solr/solr-ref-guide/src/dense-vector-search.adoc
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@@ -0,0 +1,308 @@
+= Dense Vector Search
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+The Apache Solr *Dense Vector Search* module adds support for indexing and searching dense numerical vectors.
+
+https://en.wikipedia.org/wiki/Deep_learning[Deep learning] can be used to produce a vector representation of both the query and the documents in a corpus of information.
+
+These neural network-based techniques are usually referred as neural search, an industry derivation from the academic field of https://www.microsoft.com/en-us/research/uploads/prod/2017/06/fntir2018-neuralir-mitra.pdf[Neural information Retrieval].

Review comment:
       minor typo: "usually referred _to_ as neural search"




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