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YouTube

AIUK 2022 Workshop - IceNet: Deep Learning Framework for Sea Ice Forecasting

Alan Turing Institute via YouTube

Overview

Explore a deep learning framework for sea ice forecasting in this 48-minute workshop from AI UK 2022. Dive into the IceNet model, pipeline, and ecosystem, covering topics such as data normalization, visualization, ensemble forecasting, and environment extensions. Learn about daily operations, API integrations, and visual applications, including a route planner. Discover the future of IceNet, potential collaborations, and the concept of a digital twin. Gain insights into data sources, biases, and the development process. Engage with a Q&A session addressing Met Office involvement, data availability, and contact information for further inquiries.

Syllabus

Introduction
Agenda
Model
Pipeline
Framework
Ecosystem
Pipeline Operations
Source Data Store
Downloading Data
Source Data
Normalisation
Visualization
Weights Bias
Load
Ensemble
Forecast analysis
Environment extensions
Abstracting
Run daily
Integrations
API
Visual applications
Ecosystems
Route Planner
Future of IceNet
Collaborations
Conclusions
QA
Digital twin
Met Office
Data and codes
Biases
Aled
How much work did it take
Contact details

Taught by

Alan Turing Institute

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