Semantic search engines surpass simple keyword matching by interpreting the intent and context
of queries. Unlike traditional searches, semantic search processes natural language and
complex requests, recognizing synonyms and variations. We fine-tuned Sentence-Transformer
models to enhance search relevance for geospatial metadata. The semantic search API is
deployed using Amazon OpenSearch and Amazon SageMaker.