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Ginx snewx

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  1. Really easy to find. https://weathersats.com/the-evolution-and-future-of-ai-in-weather-forecasting/#:~:text=AI Models Enhancing Numerical Weather,forecasts more frequently and accurately. Normalization and Formatting: Data, often in GRIB or NetCDF formats, is cleaned and structured into consistent grids, frequently at 0.25-degree resolution. Feature Engineering: Raw data is converted into actionable features, such as calculating "feels like" temperature or creating precipitation intensity categories. Data Assimilation for "Real-Time" Updates AI models use advanced techniques to ingest the current state of the atmosphere into the model to begin a forecast: AI-Driven Assimilation: Instead of traditional, slow numerical methods, AI accelerates the integration of new observations by filling in data gaps in regions where measurements are sparse. Hybrid Approaches: Some models, such as NeuralGCM, blend AI with traditional physical simulations to ensure the input data respects atmospheric dynamics. Specialized Adapters: To shift from historical training data to live data, models may use specialized neural network architectures (like U-Net) to map real-time, "messy" data into the same format used for training. Key Technologies Used Neural Networks (CNNs/RNNs): Convolutional Neural Networks analyze spatial satellite imagery, while Recurrent Neural Networks process time-series data. Cloud Platforms: Models are often hosted on AWS, Google Cloud, or Microsoft Azure to manage the high volume of data. Transformers: Used to process long-range dependencies in atmospheric data.
  2. I remember when people complained about the Juju word back on Eastern. Lol There was no Grinch storm instead its a Christmas miracle. Festivus for the rest of us.
  3. Its beginning to look alot like Christmas Congrats Jeffafafafa to Dendrite and everyone else
  4. I think Ineedsnow mentioned it; definitely a flash freeze here.
  5. This is a problem right above the new coop . Damn
  6. The new wx station at 395 probably 2 miles due west HD 59 it's probably close. Edit actually neighbors nearby had 57.7
  7. Absolutely power back in Danielson
  8. Nice capture. We had those gusts. No power at work in Danielson but power at home
  9. Power on and off 10 times at work in Danielson. My backyard cam . That leaning tree wasn't. Thankfully headed in the woods and not our new chicken coops Screen_Recording_20251219_112710_Ring.mp4
  10. There are 90 knot winds at 925 just off Long Island
  11. Those without open ocean directly to their S or SE often don't remember these but hard to forget within 30 miles
  12. We take and twist to our own language. Sorry. Man 18z Euro get us all white for Christmas
  13. Don't know what but we are in for a blast. 12/18/23 Pete rePete
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