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Introduction

Inference with clouds-aware models

Kherson Dam Break end-to-end floodmap
Inference with clouds aware floods segmentation model
Run inference on time series of Sentinel-2 images
CloudSEN12 and ml4floods in a Sentinel-2 scene

WorldFloods

The WorldFloods database
Exploring WorldFloods

Data prep

Ingest Flood Extent Maps
Ground Truth
Viewer and label editor

ML model development

MLOps overview
Train models
Model Metrics
Run inference

Experimental

Pre-processing Demonstration
Probabilistic neural networks

Project rationale

Project rationale

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