Using ML to predict the weather and climate risk

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Welcome back to People and Planet AI, where we explore how machine learning helps us understand the biological variety and variability on Earth. In this episode, we show how we can use machine learning to predict the weather and analyze climate change. Watch to learn how predictive models, neural networks, and satellite images are used to make weather predictions!

Chapters:
0:00 - Intro
1:04 - The challenge of computing weather modules
1:42 - How does deep learning work?
2:16 - Example of deep learning / neural network
3:21 - MetNet forecasting
4:05 - Google AI for Weather and Climate
5:43 - Designing for inputs (data) and outputs (labels)
7:12 - Combined data set extracted
8:56 - Data stored
9:06 - Model building
10:41 - Training the model in Vertex AI and saving it to Cloud storage
11:07 - What’s next?

Resources:

Google resources:

#PeopleAndPlanetAI
  1. Google Cloud Tech
  2. People and planet AI
  3. AI
  4. ML
  5. artificial intelligence
  6. machine learning
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Комментарии
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... this is a good example of sharing a video and notebook from colab, I test the notebook, and works great! thank's for sharing!

catafest
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LOVE FROM PAKISTAN. GOOGLE IS AMAZING.

AB-iovc
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that's how you provide a tutorial !

robinranabhat
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I WISH I WORK FOR GOOGLE ONE DAY. OR CREATE A MORE BETTER COMPANY THAN GOOGLE.

AB-iovc
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NOAA was spelled wrong, which should be National Oceanic and Atmospheric Administration (not association).

jeffzji