cyber2a / cyber2a-course

Online materials for the Cyber2A course on AI for Arctic research
https://cyber2a.github.io/cyber2a-course/
Apache License 2.0
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Lesson - Overview of popular models and applications #17

Closed carmengg closed 3 months ago

carmengg commented 8 months ago

Overview of popular models and applications

Goal

To introduce participants to the state-of-the-art deep learning models, recent research, and practical applications tailored for challenges and studies related to Arctic research.

Breakdown(sample)

  1. The Arctic Context
    • Brief overview of Arctic research
    • The potential of deep learning in addressing Arctic-specific challenges
  2. Satellite Imagery Analysis (15 minutes)
    • Case study (data, models, ...)
  3. Climate Modeling and Prediction
    • Case study (data, models, ...)
  4. Biodiversity and Ecosystem Monitoring
    • Case study (data, models, ...)
  5. Underwater Acoustic Analysis
    • Case study (data, models, ...)
  6. Indigenous Knowledge and Cultural Preservation
    • Case study (data, models, ...)
  7. Future Directions and Open Challenges (15 minutes)
    • Emerging areas in Arctic research where deep learning can play a role
    • The importance of interdisciplinary collaboration: Combining domain expertise with AI
    • Ethical considerations: Data privacy, indigenous rights, and responsible AI