Hi there ๐
- ๐ญ Iโm currently working on training AI models, big data engineering, building and deploying applications for the energy industry in Vision, NLP, and time-series data.
- ๐ฌ Ask me about any Machine Learning, GenAI, Python, Geoscience, and the Energy Industry.
- ๐ง๐ปโ๐ป I developed an open-source modern cross-platform SEG-Y viewer desktop app:
tasansal/tracelensusing Tauri (Rust + TypeScript). - ๐ง๐ปโ๐ป I was the lead developer and maintainer following OSS projects:
TGSAI/mdio-pythonandTGSAI/segy. - ๐ซฑ๐ปโ๐ซฒ๐ฝ Contributed to other OSS projects; i.e.
zarr-developers/zarr-python,langchain-ai/langchain,fsspec/gcsfs. - ๐ซฑ๐ปโ๐ซฒ๐ฝ Contributed to the energy community via Special Interest Group about ML and A.I. with workshops, events; i.e. GITC 2021, GITC 2022.
Select Publications:
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2025How ViTs scale on seismic data: a study on model and data trade-offs (Presented at IMAGE 25 conference, DOI TBD) - ๐
2024Encoding the Subsurface in 3D with Seismic, click here for preprint - ๐
2023Toward generalized models for machine-learning-assisted salt interpretation in the Gulf of Mexico - ๐
2023MDIO: Open-source format for multidimensional energy data - ๐
2021Earth Model Building in Real-Time with an Automated Machine Learning Framework โ A Midland Basin Example - ๐
2021Novel machine learning workflow for rock property prediction in the geologically complex presalt Santos basin, Brazil - ๐
2020Seeing-Ahead-of-the-Bit: A Game Changer Enabled by Machine Learning - ๐
2015Deghosting Ultra High Resolution 3D Geo Hazard Data
Patents:
- ๐ Earth modeling methods using machine learning, US20210326721A1
- ๐ Confidence volumes for earth modeling using machine learning, US11699099B2
