Projects
Similarity Search with Foundational Models and Vector Databases
Built an end-to-end system that integrates geospatial embeddings, scalable vector storage, and a custom UI for interactive similarity search. Demonstrates how foundational models can accelerate labeling and discovery in Earth observation data.
Natural Language Image Search with Visual Language Models (VLMs)
Built an end-to-end pipeline that integrates geospatial embeddings and text embeddings into a vector database with a custom UI for interactive natural language search. Demonstrates how VLMs enable powerful discovery and labeling in Earth observation data.
Agentic Workflows with Foundational Models and Geospatial Toolbelts
Developed an end-to-end system that leverages agentic workflows, custom geospatial tools, and Google Cloud services to enable natural language-driven geospatial analysis with multimodal outputs.