#scenarios — Public Fediverse posts

How To Expand Images Scenarios Using ChatGPT? 🤖🖼 https://www.youtube.com/watch?v=MflKTCAy_bg 🎨 #Expand #Images #Scenarios #ChatGPT #AI

How To Expand Images Scenarios Using ChatGPT? 🤖🖼 https://www.youtube.com/watch?v=MflKTCAy_bg 🎨 #Expand #Images #Scenarios #ChatGPT #AI

How To Expand Images Scenarios Using ChatGPT? 🤖🖼 https://www.youtube.com/watch?v=MflKTCAy_bg 🎨 #Expand #Images #Scenarios #ChatGPT #AI

How To Expand Images Scenarios Using ChatGPT? 🤖🖼 https://www.youtube.com/watch?v=MflKTCAy_bg 🎨 #Expand #Images #Scenarios #ChatGPT #AI

WeatherNext – [An] AI Model Achieves Breakthrough In Forecasting Cyclones
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https://deepmind.google/blog/weathernext-ai-model-achieves-breakthrough-in-forecasting-cyclones/ <-- shared technical Google DeepMind blog post
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https://doi.org/10.1038/s41586-026-10953-2 <-- shared paper
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https://deepmind.google/science/weatherlab/ <-- shared data
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https://github.com/google-deepmind/weathernext <-- shared GitHub repository
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H/T @juliet Rothenberg | Product Director of Earth & Resilience AI at Google
[this post should not be considered an endorsement of a particular organisation or their approach]
“[The Google WeatherNext AI team] are showing how the WeatherNext AI model from Google DeepMind and Google Research has achieved state-of-the-art accuracy in predicting a cyclone's track, intensity, and wind structure. On average, the WeatherNext Cyclones model gives forecasters an extra day’s worth of predictive accuracy- delivering an advance equivalent to roughly a decade of historical meteorological progress 🌀
Here is how WeatherNext is transforming cyclone forecasting:
• Gaining an Extra Day of Advanced Warning: WN 3-day forecasts are as good as what prior models were able to provide for 2-day forecasts, giving critical time for emergency response.
• Overcoming Traditional Trade-offs: WN bridges the gap between massive global atmospheric currents (which steer a cyclone's path) and fine-grained thermodynamic processes around its core (which drive its intensity) into a single AI model.
• Unprecedented Ensemble Scale: Using Functional Generative Networks (FGNs), WN now generates 1,000-member ensembles in less than a minute on a TPU to capture rare, consequential tail-risks like sudden rapid intensification – which means forecasters can see a broader range of possible scenarios.
• Real-World Impact: During the 2025 Atlantic hurricane season, the WN model helped the National Hurricane Center (NHC) make a historic forecast for Hurricane Melissa by predicting rapid intensification and landfall five days in advance.
[The] teams are open sourcing the operationalized models (WeatherNext Cyclones and WeatherNext 2), alongside a compact version (WeatherNext 2-mini) that can run on a single TPU in a free public Colab notebook – all with a goal of empowering local organizations worldwide.
Weather affects everyone. By combining advanced AI with the real-world expertise of human forecasters, we can build a collaborative ecosystem that saves lives and helps communities adapt to a changing climate…”
#Google #DeepMind #GoogleResearch #AI #ensembles #FunctionalGenerativeNetworks #WeatherNext #cyclone #operationalised #model #modeling #forecasting #spatialanalyis #spatiotemporal #track #intensity #windstructure #hurricane #weather #climate #metrology #cyclonetrack #risk #hazard #emergencyresponse #planning #tool #earlywarning #scale #magnitude #path #track #thermodynamic #scenarios #opensource #impacts #tropicalcyclones #WeatherNextCyclones #weathermodel #atmospheric #predictions #mitigation #warning #robust #publicsafety #infrastructure
@Google | @WeatherNext

Read the latest paper co-authored by Ann Berrington using a 1970 British #Cohort Study #BCS70 sample of 6201 participants

🔖 Findings show interventions during #pregnancy, the #postnatal period and #childhood may reduce multiple long-term condition risk in #midlife

https://link.springer.com/article/10.1186/s12916-025-04467-3

#population #policy #childhood #prevention #conditions #modelling #scenarios #domains #outcomes #effectiveness #sample #adversity #prenatal #birth #developmental #education #socioeconomic #family #demography

#President #JoeBiden takes steps to #protect #LGBTQ #Americans amid #onslaught of #attacks.

A new #CommunitySafety #partnership will train #LGBTQ #Communitycenters and #businesses, such as #restaurants and #gaybars, that have faced #threats to respond to “#worstcase” #scenarios, such as #BombThreats, #ActiveShooters and #cybersecurity #attacks. The partnership will also work with #healthcareproviders and others that serve the LGBTQ community.

https://www.usatoday.com/story/news/politics/2023/06/08/biden-lgbtq-americans-attacks/70300085007/