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Using AI to Study Weather & Climate

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Manage episode 428126561 series 2275035
Indhold leveret af Weather Group Television. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af Weather Group Television eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.player.fm/legal.

Guest: Campbell Watson, Senior Research Scientist at IBM Research

As artificial intelligence, or AI, continues to become more pervasive in our technology, it’s only natural to wonder what it means for meteorology and climatology. Believe it or not, AI is already revolutionizing how we develop models in the Earth and Space sciences. Joining us today is Campbell Watson, a Senior Research Scientist at IBM Research, to discuss how we are creating these AI models, and the opportunities and advancements we hope to learn from using them.

Chapters

  • 00:00 Introduction to AI in Meteorology and Climatology
  • 01:35 Campbell Watson's Background and Interest in Weather
  • 04:18 The Use of AI in Weather Forecasting
  • 05:24 The Evolution of AI in Weather Forecasting
  • 06:26 Understanding AI at its Core
  • 08:09 Difference Between AI and Conventional Weather Model Forecasting
  • 10:44 The Difference Between AI and Conventional Weather Model Forecasting
  • 13:31 AI Models Learning from Weather Models
  • 20:30 Foundation Models and Unsupervised Learning
  • 25:12 Verification of AI in Weather Forecasting
  • 27:57 The Robustness of AI Models
  • 28:24 Learning from Observations
  • 29:23 AI Models Learning from Observations
  • 30:09 The Importance of Observations
  • 30:38 Comparing Deep Learning and AI with Traditional Weather Forecasting Models
  • 35:38 Trustworthiness in AI Forecasting
  • 36:12 Adopting AI in Weather Forecasting
  • 41:46 Nowcasting with AI
  • 44:03 AI in Climate Forecasting
  • 47:38 The Future of AI in Weather Forecasting

See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  continue reading

346 episoder

Artwork

Using AI to Study Weather & Climate

Weather Geeks

130 subscribers

published

iconDel
 
Manage episode 428126561 series 2275035
Indhold leveret af Weather Group Television. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af Weather Group Television eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.player.fm/legal.

Guest: Campbell Watson, Senior Research Scientist at IBM Research

As artificial intelligence, or AI, continues to become more pervasive in our technology, it’s only natural to wonder what it means for meteorology and climatology. Believe it or not, AI is already revolutionizing how we develop models in the Earth and Space sciences. Joining us today is Campbell Watson, a Senior Research Scientist at IBM Research, to discuss how we are creating these AI models, and the opportunities and advancements we hope to learn from using them.

Chapters

  • 00:00 Introduction to AI in Meteorology and Climatology
  • 01:35 Campbell Watson's Background and Interest in Weather
  • 04:18 The Use of AI in Weather Forecasting
  • 05:24 The Evolution of AI in Weather Forecasting
  • 06:26 Understanding AI at its Core
  • 08:09 Difference Between AI and Conventional Weather Model Forecasting
  • 10:44 The Difference Between AI and Conventional Weather Model Forecasting
  • 13:31 AI Models Learning from Weather Models
  • 20:30 Foundation Models and Unsupervised Learning
  • 25:12 Verification of AI in Weather Forecasting
  • 27:57 The Robustness of AI Models
  • 28:24 Learning from Observations
  • 29:23 AI Models Learning from Observations
  • 30:09 The Importance of Observations
  • 30:38 Comparing Deep Learning and AI with Traditional Weather Forecasting Models
  • 35:38 Trustworthiness in AI Forecasting
  • 36:12 Adopting AI in Weather Forecasting
  • 41:46 Nowcasting with AI
  • 44:03 AI in Climate Forecasting
  • 47:38 The Future of AI in Weather Forecasting

See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

  continue reading

346 episoder

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