From waves to warnings: building AI pipelines for ocean risk.
AI for Ocean Currents & Tsunami Early-Warning is a 3-day, hands-on workshop that blends coastal physics with modern ML to turn ocean data into actionable alerts. You’ll clean and grid buoy/HF-radar/altimetry data, run data assimilation, train compact models (PINNs, FNOs, encoder–decoders) for short-term forecasts, and quantify uncertainty with ensembles and conformal prediction. By the end, you’ll detect tsunami-like anomalies, estimate ETAs with confidence bands, and wire a mini operational pipeline—from ingest and QC to calibrated alerts and a one-page situation report.
Equip participants to build an end-to-end, physics-aware AI workflow that converts ocean observations into reliable, uncertainty-calibrated forecasts and tsunami early-warning alerts—covering data ingest/QC, data assimilation, ML forecasting (PINNs/FNOs/transformers), and operational alert design.
Grasp core coastal/tsunami physics (shallow-water, bathymetry).
Ingest, QC, align, and grid buoy/HF-radar/altimetry data.
Benchmark baselines vs ML (PINNs, FNOs, encoder–decoders/SSMs).
Apply lightweight data assimilation and read analysis increments.
Produce short-horizon forecasts with calibrated uncertainty.
Detect tsunami-like anomalies and estimate ETA with bands.
Evaluate skill (CRPS, PR/ROC, cost–loss) and set alert thresholds.
Wire an ops pipeline and generate a one-page situation report.
📅 Day 1 – Introduction to AI for Ocean Currents & Sensing
📅 Day 2 – Forecasting, Data Assimilation & Uncertainty
📅 Day 3 – Tsunami Detection, ETA & Operational Alerts
Coastal & ocean modelers, met-ocean analysts, and early-warning/DRM teams
Data scientists/ML engineers in public agencies, NGOs, or blue-economy startups
Graduate/advanced undergraduate students in Ocean/Climate/EE/CS/ME
Researchers working with buoy, HF-radar, satellite altimetry, or tide-gauge data
QC, align, and grid buoy/HF-radar/altimetry data (NetCDF/Zarr).
Train baselines + physics-aware ML (PINNs, FNOs, encoder–decoders).
Assimilate observations (EnKF intuition) and visualize increments.
Deliver +6 h surface-current & +24 h buoy forecasts with calibrated uncertainty.
Detect tsunami-like anomalies and estimate ETA with confidence bands.
Evaluate skill (CRPS, PR/ROC, cost–loss) and set tiered alert thresholds.
Ship a minimal ops pipeline (ingest→QC→DA→forecast→UQ→publish) and a one-page situation report.
₹2,499
$50
The recordings are being uploaded. They appear in your dashboard as soon as they are ready, and we will e-mail you then.
Through recorded video lectures from the original live workshop, with the study material. Watch at your own pace, any time.
365 days from your registration, on your NanoSchool dashboard.
Yes, an e-certificate after completion, with a QR code anyone can verify and an "Add to LinkedIn" button.
By card, UPI or PayPal on the payment page; international bank transfer is also available there.
See our Returns, Refunds & Cancellation policy: Returns, Refunds & Cancellation policy
Registration open
Live, mentor-led and certified. Dates and times in IST.
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