Your Learning Journey

Master AI weather forecasting from basics to research-grade workflows.

Progress2 / 15 tutorials
2
Completed
2
Badges
beginner
🌧️

Rain Tomorrow?

Learn basic autoregression with GFS + DLWP. Your first AI weather forecast!

15mDLWP
beginner
📅

7-Day Forecast

Medium-range NWP with GraphCast Small. Predict the week ahead.

20mGraphCast Small
3
intermediate
🎯

Why Ensembles?

Understanding forecast uncertainty with Gaussian perturbations.

25mGraphCast Small
4
intermediate
🌀

Hurricane Tracker

Track tropical cyclones with TCTrackerVitart algorithm.

30mGraphCast Operational
5
intermediate
🔍

Super-Resolution

Downscale from 100km to 5km with CorrDiff model.

25mCorrDiff
intermediate
🗺️

Global vs Regional

Compare global and regional forecasts for your area.

30mGraphCast Operational
intermediate
💧

Precipitation Patterns

Analyzing rainfall predictions and verification.

25mPangu-Weather
advanced
✈️

Jet Stream Dynamics

Understanding upper-level atmospheric patterns.

35mGraphCast Operational
advanced

HRRR Deep Dive

High-resolution rapid refresh modeling for severe weather.

40mFourCastNet v2
advanced
🔮

S2S Forecasting

Subseasonal-to-seasonal predictions for long-range outlooks.

45mFuXi
advanced
⚖️

Model Comparison

Compare multiple AI weather models head-to-head.

40mMultiple
advanced
📊

Verification Metrics

CRPS, ACC, and RMSE explained with real data.

35mGraphCast Operational
expert
🎲

GenCast Ensembles

Generative AI for probabilistic weather forecasting.

50mGenCast
expert
🏗️

Custom Workflows

Build your own forecast pipelines with Earth-2Studio.

60mMultiple
expert
🏆

Research Challenge

Beat the AI in forecast accuracy competition.

90mGraphCast Operational