The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography cover image

Semantic Search For Geospatial

The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography

CHAPTER

Analyzing Social Media Data with Deep Learning Models and Embeddings

The chapter delves into the structure of social media data on platforms like Instagram and Twitter, explaining how text, images, and geospatial references are organized in JSON format. It discusses using deep learning models and embeddings to convert text into numerical representations for analysis, exploring the concept of dimensions in vector embeddings and how deep learning models can capture the meaning of input data. The chapter concludes with an example of creating a search engine for social media posts using embeddings for semantic search in geospatial analysis.

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