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NORA Research Lab
Truth-worthy AI for Earth's extremes.
We build resilient intelligence for high-uncertainty environments — transforming data scarcity into geological and biological precision.
🌐 nora-research-lab.vercel.app
Who We Are
NORA Research Lab is an independent AI research organization building intelligent systems for industries where reliable intelligence has an outsized effect on real-world outcomes.
Our Mission
To research, develop, and deploy AI systems that solve high-impact challenges through scientific innovation and engineering excellence.
Our Vision
To create a world where artificial intelligence serves as a powerful catalyst for human advancement — amplifying our potential to solve Earth's most complex challenges and building a future defined by shared prosperity and scientific discovery.
Building Intelligence for the Industries That Matter
Four industries, one underlying discipline: turning dense, underused data into intelligence people can act on.
| Industry | Focus | Areas |
|---|---|---|
| ⛏️ Mining Intelligence | Exploration, remote sensing, and resource estimation to prioritize high-potential mineral targets. | Exploration · Geology · Operations |
| 🩺 Health Intelligence | Intelligent diagnostic systems and medical decision-support tools for faster, more accurate care. | Diagnostics · Biomedical AI · Point-of-Care |
| 🧠 Data Intelligence | Systems that organize, understand, and reason over complex datasets with factual grounding. | Knowledge Systems · Verification · Reasoning |
| 🛡️ Human Security | AI that protects people through risk prediction, infrastructure monitoring, and disaster response. | Cybersecurity · Risk Prediction · Safety |
Open Datasets
We publish curated, ML-ready geoscience and Earth data on the Hub — the first output of our Mining & Data Intelligence work, with more industries to follow:
| Dataset | Description |
|---|---|
| gem-global-active-faults | GEM Global Active Faults Database, modernized |
| world-petroleum-assessment-units | Global petroleum assessment unit data |
| Ilesha-Gold-Prospectivity-AME | Gold prospectivity data for the Ilesha schist belt |
| Ilesha-Gold-Prospectivity-AME-prototype | Prototype release of the Ilesha gold prospectivity dataset |
| mineral-prospectivity-grid-na | North America mineral prospectivity grid |
| ds424-geologic-map-north-america | USGS DS-424 Geologic Map of North America, as GeoParquet |
| gplates-tectonic-intelligence | Global gridded tectonic feature dataset (plate ID, seafloor age, boundary distances) |
| glim-lithology-api-data | Global Lithological Map (GLiM) data for lithology lookups |
| Environmental_geology-landform | Environmental geology — landform layer |
| Environmental_geology-roughness | Environmental geology — terrain roughness layer |
| Environmental_geology-aspect | Environmental geology — terrain aspect layer |
| Environmental_geology-slope | Environmental geology — slope layer |
| Environmental_geology-dem | Environmental geology — digital elevation model layer |
| Environmental_geology-datasets | Combined environmental geology dataset collection |
| wgm2012-world-gravity-map | BGI World Gravity Map 2012 (Bouguer, isostatic, free-air), as GeoParquet |
| cmibs-critical-metals-black-shales | USGS Critical Metals in Black Shales geochemical database |
| ngdod-legacy-ore-deposits | USGS National Geochemical Database on Ore Deposits (Legacy Data) |
| globsed-sediment-thickness | Global ocean sediment thickness grid, as GeoParquet |
(18 datasets as of publishing — check the Datasets tab for the latest.)
Quick Links
| 🌐 Website | nora-research-lab.vercel.app |
| 🐙 GitHub | github.com/Nora-Research-Lab |
| 🤗 Hugging Face | huggingface.co/NoraResearchLab |
| linkedin.com/company/nora-research-lab | |
| ✖️ X (Twitter) | x.com/noraresearchlab |
Truth-worthy AI for Earth's extremes.