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Bytes EuropeMaximising BESS profitability in Europe through forecasting and real-time optimisation <a href="https://www.byteseu.com/1008979/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.byteseu.com/1008979/</a> <a href="https://pubeurope.com/tags/AncillaryServices" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AncillaryServices</a> <a href="https://pubeurope.com/tags/arbitrage" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#arbitrage</a> <a href="https://pubeurope.com/tags/Data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Data</a> <a href="https://pubeurope.com/tags/Energy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Energy</a> <a href="https://pubeurope.com/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://pubeurope.com/tags/optimisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#optimisation</a> <a href="https://pubeurope.com/tags/RevenueStreams" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RevenueStreams</a> <a href="https://pubeurope.com/tags/StateOfCharge" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#StateOfCharge</a> <a href="https://pubeurope.com/tags/trading" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#trading</a> <a href="https://pubeurope.com/tags/TradingAlgorithm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TradingAlgorithm</a> <a href="https://pubeurope.com/tags/volatility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#volatility</a> <a href="https://pubeurope.com/tags/Wholesale" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Wholesale</a>

Benjamin Carr, Ph.D. 👨🏻‍💻🧬<a href="https://hachyderm.io/tags/US" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#US</a> <a href="https://hachyderm.io/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#weather</a> <a href="https://hachyderm.io/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> is more crippled than previously thought as <a href="https://hachyderm.io/tags/hurricane" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hurricane</a> season nears Thirty National Weather Service (<a href="https://hachyderm.io/tags/NWS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NWS</a>) offices are without a chief <a href="https://hachyderm.io/tags/meteorologist" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#meteorologist</a> Some of these offices issue forecasts for major population centers such as New York City, Houston and Cleveland. Several are prone to <a href="https://hachyderm.io/tags/hurricanes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hurricanes</a> and <a href="https://hachyderm.io/tags/tornadoes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#tornadoes</a>. <a href="https://www.cnn.com/2025/05/02/weather/nws-forecasting-layoffs-trump" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.cnn.com/2025/05/02/weather/nws-forecasting-layoffs-trump</a>

beSpacificAll Living <a href="https://newsie.social/tags/Weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Weather</a> <a href="https://newsie.social/tags/Service" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Service</a> Directors Unite Against <a href="https://newsie.social/tags/Trump" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Trump</a>'s Dangerous Blunt-Force <a href="https://newsie.social/tags/Cuts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Cuts</a> Yesterday was 1 of those days that will B remembered as demarcation line for earth sciences community. >1,000 longtime employees of <a href="https://newsie.social/tags/NOAA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NOAA</a> retired or left federal service yesterday. Amount of <a href="https://newsie.social/tags/experience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experience</a> lost from federal agency responsible for <a href="https://newsie.social/tags/atmospheric" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#atmospheric</a> <a href="https://newsie.social/tags/oceanic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#oceanic</a> <a href="https://newsie.social/tags/fisheries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fisheries</a> <a href="https://newsie.social/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a> in this country was massive, estimated at 27,000 yrs + termination of probationary employees <a href="https://newsie.social/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#weather</a> <a href="https://newsie.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://newsie.social/tags/climate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#climate</a>

paulisthrivving“How long will it take to finish this book?”I asked a room of leaders to forecast the answer — with dice, not estimates.Monte Carlo isn’t magic. It’s just rolling with real history to reveal a range of futures.New blog post: I Asked a Room Full of Leaders to Predict the Future — With Dice<a href="https://mastodon.social/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a> <a href="https://mastodon.social/tags/MonteCarlo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MonteCarlo</a> <a href="https://mastodon.social/tags/Flow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Flow</a> <a href="https://mastodon.social/tags/ProductManagement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ProductManagement</a> <a href="https://mastodon.social/tags/Leadership" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Leadership</a> <a href="https://mastodon.social/tags/Uncertainty" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Uncertainty</a><a href="https://medium.com/thrivve-partners/i-asked-a-room-full-of-leaders-to-predict-the-future-with-dice-076618d028ab" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://medium.com/thrivve-partners/i-asked-a-room-full-of-leaders-to-predict-the-future-with-dice-076618d028ab</a>

cloud-nativeABI Research Forecast: 10,000+ software-defined satellites in orbit by 2031 According to a report... <a href="https://news.satnews.com/2025/05/01/abi-research-forecast-10000-software-defined-satellites-in-orbit-by-2031/" rel="nofollow noopener noreferrer" target="_blank">https://news.satnews.com/2025/05/01/abi-research-forecast-10000-software-defined-satellites-in-orbit-by-2031/</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/ABI" target="_blank">#ABI</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Research" target="_blank">#Research</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Forecasting" target="_blank">#Forecasting</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Low" target="_blank">#Low</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Earth" target="_blank">#Earth</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Orbit" target="_blank">#Orbit</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/(LEO)" target="_blank">#(LEO)</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Market" target="_blank">#Market</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Forecast" target="_blank">#Forecast</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Satellite" target="_blank">#Satellite</a> <a rel="nofollow noopener noreferrer" class="mention hashtag" href="https://mastodon.social/tags/Software" target="_blank">#Software</a> <a href="https://awakari.com/pub-msg.html?id=LXRyVjnaL8vbyCxJlDAhs7Xi54a&interestId=cloud-native" rel="nofollow noopener noreferrer" target="_blank">Result Details</a>

Dave MuthYay! It's gonna rain! Weatherman says no. That re-affirms my faith in bad weather forecasting. <a href="https://mas.to/tags/WhetherForecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WhetherForecasting</a> <a href="https://mas.to/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a> <a href="https://mas.to/tags/Weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Weather</a> <a href="https://mas.to/tags/Science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Science</a> <a href="https://mas.to/tags/Statistics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Statistics</a>

williemaize📊 New to time series forecasting? Learn ARIMA modeling in this clear, hands-on guide from DataCamp! Perfect for data science beginners. 🔗 <a href="https://www.datacamp.com/tutorial/arima" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.datacamp.com/tutorial/arima</a> <a href="https://mastodon.social/tags/ARIMA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ARIMA</a> <a href="https://mastodon.social/tags/TimeSeries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TimeSeries</a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DataScience</a> <a href="https://mastodon.social/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a>

Gueule d'atmosphèreChecking my LinkedIn feed, I came across this three-pager commentary on the past, current and future use of ML in Numerical Weather Prediction. The author Stephen G Penny (Sofar Ocean) concentrates a lot of information into those three pages but I found it a rewarding read. It is rather technical, be warned. But no explicit maths therein. <a href="https://mastodon.green/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://mastodon.green/tags/meteorology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#meteorology</a> <a href="https://mastodon.green/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#weather</a> <a href="https://mastodon.green/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://mastodon.green/tags/modelling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#modelling</a> <a href="https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2025GL116465" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2025GL116465</a>

khushnumaData Analytics and Its Role in Supply Chain OptimizationData analytics is no longer a buzzword—it’s a critical business asset. From better forecasting and leaner inventory to smarter logistics and improved customer service, data is the thread that holds modern supply chains together. <a href="https://mastodon.social/tags/DataAnalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DataAnalytics</a> <a href="https://mastodon.social/tags/SupplyChainOptimization" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SupplyChainOptimization</a> <a href="https://mastodon.social/tags/BusinessIntelligence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BusinessIntelligence</a> <a href="https://mastodon.social/tags/LogisticsTech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LogisticsTech</a> <a href="https://mastodon.social/tags/InventoryManagement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#InventoryManagement</a> <a href="https://mastodon.social/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a> <a href="https://mastodon.social/tags/SmartLogistics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SmartLogistics</a> <a href="https://mastodon.social/tags/DataDrivenDecisions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DataDrivenDecisions</a> <a href="https://mastodon.social/tags/SupplyChainEfficiency" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SupplyChainEfficiency</a> Read more: <a href="https://postr.blog/data-analytics-and-its-role-in-supply-chain-optimization" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://postr.blog/data-analytics-and-its-role-in-supply-chain-optimization</a>

Benjamin Carr, Ph.D. 👨🏻‍💻🧬<a href="https://hachyderm.io/tags/WhiteHouse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WhiteHouse</a> Proposal Could Gut <a href="https://hachyderm.io/tags/Climate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Climate</a> Modeling the World Depends On Now it is directly undermining the <a href="https://hachyderm.io/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a> and research of <a href="https://hachyderm.io/tags/climatechange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#climatechange</a> itself, in ways that <a href="https://hachyderm.io/tags/scientists" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#scientists</a> say will have dangerous consequences. Cuts to <a href="https://hachyderm.io/tags/NOAA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NOAA</a>, whose weather and climate research touches almost every facet of American life, are targeting a 57yr partnership between Princeton and <a href="https://hachyderm.io/tags/US" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#US</a> government that produces what many consider world’s most advanced <a href="https://hachyderm.io/tags/climatemodeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#climatemodeling</a> & <a href="https://hachyderm.io/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> systems. <a href="https://www.propublica.org/article/trump-noaa-budget-cuts-climate-change-modeling-princeton-gfdl" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.propublica.org/article/trump-noaa-budget-cuts-climate-change-modeling-princeton-gfdl</a>

Eddie Hunsinger'A.I. Is Quietly Powering a Revolution in Weather Prediction' - Yale Environment 360, April 2025 <a href="https://e360.yale.edu/features/artificial-intelligence-weather-forecasting" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://e360.yale.edu/features/artificial-intelligence-weather-forecasting</a> <a href="https://mastodon.social/tags/Weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Weather</a> <a href="https://mastodon.social/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a>

AI6YR BenTrump cuts would cripple NOAA’s wide-ranging science partnerships <a href="https://www.eenews.net/articles/trump-cuts-would-cripple-noaas-wide-ranging-science-partnerships/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.eenews.net/articles/trump-cuts-would-cripple-noaas-wide-ranging-science-partnerships/</a><a href="https://m.ai6yr.org/tags/NOAA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NOAA</a> <a href="https://m.ai6yr.org/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a> <a href="https://m.ai6yr.org/tags/Politics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Politics</a> <a href="https://m.ai6yr.org/tags/WX" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WX</a> <a href="https://m.ai6yr.org/tags/NWS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#NWS</a> <a href="https://m.ai6yr.org/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a>

Rami Krispin :unverified:Time Series Analysis with StatsModels This workshop from the PyData Global 2024 conference by Allen Downey provides an introduction to time series analysis with the StatsModels Python library.<a href="https://www.youtube.com/watch?v=foMbacbuAQk" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.youtube.com/watch?v=foMbacbuAQk</a><a href="https://mstdn.social/tags/timeseries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#timeseries</a> @python <a href="https://mstdn.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DataScience</a> <a href="https://mstdn.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a>

AI6YR BenBloomberg: US Weather Analysis for 21 States Goes Dark After Funding Lapse"...eather analysis tools used by a wide array of businesses and government entities across the US have gone dark after funding for long-running regional climate hubs lapsed.The websites for three US National Oceanic and Atmospheric Administration regional centers serving 21 states across the central and southeastern US — including the Dakotas, the Carolinas, Alabama and Georgia — have gone dark, according to service notifications posted on the centers’ home pages. The Southern Regional Climate Center, which serves Texas and Louisiana, among other states, has also lost funding, director John Neilsen-Gammon said in an interview Thursday...."(paywall) <a href="https://www.bloomberg.com/news/articles/2025-04-17/us-weather-analysis-for-21-states-goes-dark-after-funding-lapse" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.bloomberg.com/news/articles/2025-04-17/us-weather-analysis-for-21-states-goes-dark-after-funding-lapse</a><a href="https://m.ai6yr.org/tags/noaa" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#noaa</a> <a href="https://m.ai6yr.org/tags/nws" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#nws</a> <a href="https://m.ai6yr.org/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#weather</a> <a href="https://m.ai6yr.org/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://m.ai6yr.org/tags/wx" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#wx</a>

AI6YR BenStand Up for NOAA Research — The Time to Act Is NowApril 17, 2025A Statement of the American Meteorological Society in Partnership with the National Weather AssociationThe administration’s 2026 budget passback plan, currently under consideration, eliminates NOAA’s Oceanic and Atmospheric Research (OAR) Office and its 10 research laboratories and 16 affiliated Cooperative Institutes, and moves the few remaining research efforts to different NOAA departments. If enacted, the passback would close all of NOAA’s weather, climate, and ocean Laboratories and Cooperative Institutes. The speed at which these decisions are being made translates into little to no opportunity for feedback or consideration of long-term impacts. Without NOAA research, National Weather Service (NWS) weather models and products will stagnate, observational data collection will be reduced, public outreach will decrease, undergraduate and graduate student support will drop, and NOAA funding for universities will plummet. In effect, the scientific backbone and workforce needed to keep weather forecasts, alerts, and warnings accurate and effective will be drastically undercut, with unknown — yet almost certainly disastrous — consequences for public safety and economic health. As key stakeholders, AMS and NWA stand ready to provide our expertise so that the U.S. can maintain its competitiveness in the years ahead. <a href="https://blog.ametsoc.org/2025/04/17/stand-up-for-noaa-research-the-time-to-act-is-now/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://blog.ametsoc.org/2025/04/17/stand-up-for-noaa-research-the-time-to-act-is-now/</a><a href="https://m.ai6yr.org/tags/noaa" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#noaa</a> <a href="https://m.ai6yr.org/tags/nws" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#nws</a> <a href="https://m.ai6yr.org/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#weather</a> <a href="https://m.ai6yr.org/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://m.ai6yr.org/tags/disasters" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#disasters</a> <a href="https://m.ai6yr.org/tags/publicsafety" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#publicsafety</a>

💧🌏 Greg CocksInterpretable Physics-Informed Graph Neural Networks For Flood Forecasting -- <a href="https://doi.org/10.1111/mice.13484" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.1111/mice.13484</a> <-- shared paper -- <a href="https://github.com/MehdiTaghizadehUVa/modulus/tree/main/examples/weather/flood_modeling/hydrographnet" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://github.com/MehdiTaghizadehUVa/modulus/tree/main/examples/weather/flood_modeling/hydrographnet</a> <-- shared GitHub repository -- <a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GIS</a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatial</a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mapping</a> <a href="https://techhub.social/tags/FloodForecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FloodForecasting</a> <a href="https://techhub.social/tags/GraphNeuralNetworks" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GraphNeuralNetworks</a> <a href="https://techhub.social/tags/PhysicsInformedAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PhysicsInformedAI</a> <a href="https://techhub.social/tags/Hydrology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Hydrology</a> <a href="https://techhub.social/tags/ClimateResilience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ClimateResilience</a> <a href="https://techhub.social/tags/ScientificMachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ScientificMachineLearning</a> <a href="https://techhub.social/tags/CivilEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CivilEngineering</a> <a href="https://techhub.social/tags/HydroGraphNet" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HydroGraphNet</a> <a href="https://techhub.social/tags/PhyiscsNeMo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PhyiscsNeMo</a> <a href="https://techhub.social/tags/hydrology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hydrology</a> <a href="https://techhub.social/tags/water" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#water</a> <a href="https://techhub.social/tags/flood" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flood</a> <a href="https://techhub.social/tags/flooding" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flooding</a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatialanalysis</a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatiotemporal</a> <a href="https://techhub.social/tags/climatechange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#climatechange</a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#model</a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#modeling</a> <a href="https://techhub.social/tags/machinelearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#machinelearning</a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://techhub.social/tags/extremeweather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#extremeweather</a> <a href="https://techhub.social/tags/prediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#prediction</a> <a href="https://techhub.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://techhub.social/tags/planning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#planning</a> <a href="https://techhub.social/tags/humanimpacts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#humanimpacts</a> <a href="https://techhub.social/tags/loss" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#loss</a> <a href="https://techhub.social/tags/lossoflife" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#lossoflife</a> <a href="https://techhub.social/tags/publicsafety" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#publicsafety</a> <a href="https://techhub.social/tags/cost" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cost</a> <a href="https://techhub.social/tags/economics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#economics</a> <a href="https://techhub.social/tags/infrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#infrastructure</a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#risk</a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hazard</a> <a href="https://techhub.social/tags/disaster" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#disaster</a> <a href="https://techhub.social/tags/mitigation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mitigation</a> <a href="https://techhub.social/tags/preparedness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#preparedness</a> <a href="https://techhub.social/tags/naturaldisaster" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#naturaldisaster</a> <a href="https://techhub.social/tags/HydroGraphNet" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HydroGraphNet</a> <a href="https://techhub.social/tags/floodforecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#floodforecasting</a> <a href="https://techhub.social/tags/dynamics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dynamics</a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#remotesensing</a> <a href="https://techhub.social/tags/earthobservation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#earthobservation</a>

Jesus Castagnetto 🇵🇪<a href="https://mastodon.social/tags/TIL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TIL</a> about the <a href="https://mastodon.social/tags/Violence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Violence</a> & Impacts Early-Warning System (VIEWS) project, that does <a href="https://mastodon.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> of possible <a href="https://mastodon.social/tags/conflicts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#conflicts</a> and its <a href="https://mastodon.social/tags/humaritarian" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#humaritarian</a> toll.Details in: <a href="https://viewsforecasting.org/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://viewsforecasting.org/</a>That project is sharing their datasets via <a href="https://mastodon.social/tags/HumData" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HumData</a> (<a href="https://mastodon.social/tags/HDX" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HDX</a>): <a href="https://data.humdata.org/organization/views" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://data.humdata.org/organization/views</a><a href="https://mastodon.social/tags/DataForGood" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DataForGood</a> <a href="https://mastodon.social/tags/OpenData" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenData</a>

💧🌏 Greg CocksAvalanche Debris Detection From Sentinel-2 Data Using Fuzzy Machine Learning And Colour Spaces For The Indian Himalaya -- <a href="https://doi.org/10.1080/2150704X.2025.2488532" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.1080/2150704X.2025.2488532</a> <-- shared paper -- <a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GIS</a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatial</a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mapping</a> <a href="https://techhub.social/tags/snowavalanches" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#snowavalanches</a> <a href="https://techhub.social/tags/snow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#snow</a> <a href="https://techhub.social/tags/avalanches" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#avalanches</a> <a href="https://techhub.social/tags/machinelearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#machinelearning</a> <a href="https://techhub.social/tags/fuzzyclassification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fuzzyclassification</a> <a href="https://techhub.social/tags/SVM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SVM</a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://techhub.social/tags/randomforest" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#randomforest</a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#model</a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#modeling</a> <a href="https://techhub.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#forecasting</a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#risk</a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hazard</a> <a href="https://techhub.social/tags/massmovement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#massmovement</a> <a href="https://techhub.social/tags/engineeringgeology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#engineeringgeology</a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#remotesensing</a> <a href="https://techhub.social/tags/earthobservation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#earthobservation</a> <a href="https://techhub.social/tags/imagery" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#imagery</a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatialanalysis</a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatiotemporal</a> <a href="https://techhub.social/tags/change" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#change</a> <a href="https://techhub.social/tags/debris" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#debris</a> <a href="https://techhub.social/tags/detection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#detection</a> <a href="https://techhub.social/tags/satellite" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#satellite</a> <a href="https://techhub.social/tags/sentinel" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sentinel</a> <a href="https://techhub.social/tags/Himalaya" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Himalaya</a> <a href="https://techhub.social/tags/Himalayas" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Himalayas</a> <a href="https://techhub.social/tags/performance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#performance</a>

Valeriy M., PhD, MBA, CQFBottom line: R² can be informative in static regression, but in forecasting, it's a distraction at best — and deceptive at worst.<a href="https://sigmoid.social/tags/TimeSeries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TimeSeries</a> <a href="https://sigmoid.social/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a>

Knowledge Zone<a href="https://mstdn.social/tags/KnowledgeByte" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#KnowledgeByte</a>: <a href="https://mstdn.social/tags/Weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Weather</a> <a href="https://mstdn.social/tags/Forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Forecasting</a> is the use of science and technology to predict the conditions of the atmosphere at a given time and location.Here is a brief overview of how it works.<a href="https://knowledgezone.co.in/posts/How-does-weather-forecasting-work-660fa5cce6e91f0b9aae5f4f" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://knowledgezone.co.in/posts/How-does-weather-forecasting-work-660fa5cce6e91f0b9aae5f4f</a>

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