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#weatherprediction

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Doug Bostrom<p>"NOAA Global Systems Laboratory, NOAA Physical Science Laboratory, The Cooperative Institute for Earth Systems Research in Environmental Sciences and Data Science, and NOAA Office of Science and Technology all provided financial support for the workshop."</p><p>An intricate apparatus and national asset now being destroyed by obsessed simpletons.</p><p><a href="https://scicomm.xyz/tags/WeatherPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WeatherPrediction</span></a> </p><p><a href="https://journals.ametsoc.org/view/journals/bams/106/2/BAMS-D-24-0062.1.xml" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">journals.ametsoc.org/view/jour</span><span class="invisible">nals/bams/106/2/BAMS-D-24-0062.1.xml</span></a></p>
💧🌏 Greg Cocks<p>Climate Change Key Driver Of Catastrophic Impacts Of Hurricane Helene That Devastated Both Coastal And Inland Communities [technical report]<br>--<br><a href="http://alturl.com/5n38k" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">http://</span><span class="">alturl.com/5n38k</span><span class="invisible"></span></a> &lt;-- shared technical report<br>--<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialanalysis</span></a> <a href="https://techhub.social/tags/hurricane" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hurricane</span></a> <a href="https://techhub.social/tags/hurricanehelene" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hurricanehelene</span></a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatiotemporal</span></a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>risk</span></a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hazard</span></a> <a href="https://techhub.social/tags/naturaldisaster" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>naturaldisaster</span></a> <a href="https://techhub.social/tags/impact" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>impact</span></a> <a href="https://techhub.social/tags/climatechange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climatechange</span></a> <a href="https://techhub.social/tags/precipitation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>precipitation</span></a> <a href="https://techhub.social/tags/seasurfacetemperature" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>seasurfacetemperature</span></a> <a href="https://techhub.social/tags/Appalachia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Appalachia</span></a> <a href="https://techhub.social/tags/damage" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>damage</span></a> <a href="https://techhub.social/tags/loss" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>loss</span></a> <a href="https://techhub.social/tags/infrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>infrastructure</span></a> <a href="https://techhub.social/tags/deaths" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>deaths</span></a> <a href="https://techhub.social/tags/rainfall" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rainfall</span></a> <a href="https://techhub.social/tags/precipitation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>precipitation</span></a> <a href="https://techhub.social/tags/flood" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>flood</span></a> <a href="https://techhub.social/tags/flooding" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>flooding</span></a> <a href="https://techhub.social/tags/engineeringgeology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>engineeringgeology</span></a> <a href="https://techhub.social/tags/erosion" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>erosion</span></a> <a href="https://techhub.social/tags/massmovement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>massmovement</span></a> <a href="https://techhub.social/tags/mudslides" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mudslides</span></a> <a href="https://techhub.social/tags/landslides" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>landslides</span></a> <a href="https://techhub.social/tags/debrisflows" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>debrisflows</span></a> <a href="https://techhub.social/tags/disastermanagement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>disastermanagement</span></a> <a href="https://techhub.social/tags/prediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>prediction</span></a> <a href="https://techhub.social/tags/mitigation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mitigation</span></a> <a href="https://techhub.social/tags/climatemodels" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climatemodels</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatiotemporal</span></a> <a href="https://techhub.social/tags/IRIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>IRIS</span></a> <a href="https://techhub.social/tags/winds" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>winds</span></a> <a href="https://techhub.social/tags/extremeweather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>extremeweather</span></a> <a href="https://techhub.social/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weather</span></a> <a href="https://techhub.social/tags/storm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>storm</span></a> <a href="https://techhub.social/tags/humanimpacts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>humanimpacts</span></a> <a href="https://techhub.social/tags/costs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>costs</span></a> <a href="https://techhub.social/tags/economy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>economy</span></a> <a href="https://techhub.social/tags/SST" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SST</span></a> <a href="https://techhub.social/tags/warning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>warning</span></a> <a href="https://techhub.social/tags/weatherprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weatherprediction</span></a> <a href="https://techhub.social/tags/dams" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dams</span></a> <a href="https://techhub.social/tags/reservoirs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>reservoirs</span></a> <a href="https://techhub.social/tags/loss" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>loss</span></a> <a href="https://techhub.social/tags/lossoflife" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>lossoflife</span></a></p>
Spaceflight 🚀<p>More than 40% of all tropical activity in a typical season occurs after September 10, so there’s plenty of precedent for storms 🌪️ <a href="https://edition.cnn.com/2024/09/06/weather/hurricane-season-atlantic-storms-climate/index.html" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">edition.cnn.com/2024/09/06/wea</span><span class="invisible">ther/hurricane-season-atlantic-storms-climate/index.html</span></a></p><p><a href="https://spacey.space/tags/PolarisDawn" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PolarisDawn</span></a> <a href="https://spacey.space/tags/WeatherPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WeatherPrediction</span></a></p>
💧🌏 Greg Cocks<p>Analysis-Ready, Cloud Optimized ERA5<br>--<br><a href="https://github.com/google-research/arco-era5" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/google-research/arc</span><span class="invisible">o-era5</span></a> &lt;-- git hub repository<br>--<br>I am trying to understand all the technical details and use case(s) for this project, but I will get there – but thought others might find it of interest..<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>remotesensing</span></a> <a href="https://techhub.social/tags/ARCO" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ARCO</span></a> <a href="https://techhub.social/tags/ERA5" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ERA5</span></a> <a href="https://techhub.social/tags/global" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>global</span></a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialanalysis</span></a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatiotemporal</span></a> <a href="https://techhub.social/tags/code" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>code</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/visualisation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>visualisation</span></a> <a href="https://techhub.social/tags/global" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>global</span></a> <a href="https://techhub.social/tags/GitHub" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GitHub</span></a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>opensource</span></a> <a href="https://techhub.social/tags/hourly" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hourly</span></a> <a href="https://techhub.social/tags/GoogleCloudPublicDatasets" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GoogleCloudPublicDatasets</span></a> <a href="https://techhub.social/tags/climate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climate</span></a> <a href="https://techhub.social/tags/climatechange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climatechange</span></a> <a href="https://techhub.social/tags/ECMWF" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ECMWF</span></a> <a href="https://techhub.social/tags/atmosphere" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>atmosphere</span></a> <a href="https://techhub.social/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weather</span></a> <a href="https://techhub.social/tags/extremeweather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>extremeweather</span></a> <a href="https://techhub.social/tags/NWP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NWP</span></a> <a href="https://techhub.social/tags/weatherprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weatherprediction</span></a> <a href="https://techhub.social/tags/numericalweatherprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>numericalweatherprediction</span></a> <a href="https://techhub.social/tags/meteorology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>meteorology</span></a> <a href="https://techhub.social/tags/interpolation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>interpolation</span></a> <a href="https://techhub.social/tags/preprocessing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>preprocessing</span></a> <a href="https://techhub.social/tags/dataprovenance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataprovenance</span></a></p>
💧🌏 Greg Cocks<p>GraphCast - AI Model For Faster And More Accurate Global Weather Forecasting [Google]<br>--<br><a href="https://deepmind.google/discover/blog/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">deepmind.google/discover/blog/</span><span class="invisible">graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting/</span></a> &lt;-- shared technical article<br>--<br><a href="https://doi.org/10.1126/science.adi2336" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1126/science.adi233</span><span class="invisible">6</span></a> &lt;-- shared paper<br>--<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/GraphCast" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GraphCast</span></a> <a href="https://techhub.social/tags/Google" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Google</span></a> <a href="https://techhub.social/tags/GoogleDeepMind" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GoogleDeepMind</span></a> <a href="https://techhub.social/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weather</span></a> <a href="https://techhub.social/tags/weatherforecast" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weatherforecast</span></a> <a href="https://techhub.social/tags/weatherforecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weatherforecasting</span></a> <a href="https://techhub.social/tags/extremeweather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>extremeweather</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/numericmodeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>numericmodeling</span></a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>risk</span></a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hazard</span></a> <a href="https://techhub.social/tags/global" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>global</span></a> <a href="https://techhub.social/tags/climatechange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climatechange</span></a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://techhub.social/tags/artificalintelligence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>artificalintelligence</span></a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialanalysis</span></a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatiotemporal</span></a> <a href="https://techhub.social/tags/cyclones" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>cyclones</span></a> <a href="https://techhub.social/tags/hurricanes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hurricanes</span></a> <a href="https://techhub.social/tags/atmosphericriver" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>atmosphericriver</span></a> <a href="https://techhub.social/tags/flood" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>flood</span></a> <a href="https://techhub.social/tags/floodrisk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>floodrisk</span></a> <a href="https://techhub.social/tags/flooding" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>flooding</span></a> <a href="https://techhub.social/tags/precipitation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>precipitation</span></a> <a href="https://techhub.social/tags/rainfall" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rainfall</span></a> <a href="https://techhub.social/tags/heatwave" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>heatwave</span></a> <a href="https://techhub.social/tags/extremeheat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>extremeheat</span></a> <a href="https://techhub.social/tags/extremetemperatures" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>extremetemperatures</span></a> <a href="https://techhub.social/tags/weatherprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weatherprediction</span></a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>opensource</span></a> <a href="https://techhub.social/tags/humanimpacts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>humanimpacts</span></a> <a href="https://techhub.social/tags/security" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>security</span></a> <br><span class="h-card" translate="no"><a href="https://techhub.social/@Google" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>Google</span></a></span> @GoogleDeepMind</p>
Jesper Dr.amsch :v_enby:<p>Our <a href="https://tech.lgbt/tags/ECMWF" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ECMWF</span></a> machine learning weather forecast is public! 🌦️</p><p>Right on time for the weekend, too!</p><p>It's an alpha version for now, because the whole team is working hard to wrestle every iota of performance from our graph NN <a href="https://tech.lgbt/tags/AIFS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AIFS</span></a>.</p><p>But even as an alpha version, it's playing in the big leagues.</p><p>I am so excited to finally share this with you! 🚀</p><p>I'll link our blog post and the forecast below. Make sure to share this with your colleagues and machine-learning-curious friends!</p><p>Still can't believe how far these people have made it in this short time, running four machine learning models operationally, with one developed in-house.</p><p>The Blog: <a href="https://www.ecmwf.int/en/about/media-centre/aifs-blog/2023/ECMWF-unveils-alpha-version-of-new-ML-model" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">ecmwf.int/en/about/media-centr</span><span class="invisible">e/aifs-blog/2023/ECMWF-unveils-alpha-version-of-new-ML-model</span></a></p><p>Your Weekend forecast: <a href="https://charts.ecmwf.int/?facets=%7B%22Product%20type%22%3A%5B%22Experimental%3A%20AIFS%22%5D%7D" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">charts.ecmwf.int/?facets=%7B%2</span><span class="invisible">2Product%20type%22%3A%5B%22Experimental%3A%20AIFS%22%5D%7D</span></a></p><p>More to come soon!</p><p><a href="https://tech.lgbt/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://tech.lgbt/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://tech.lgbt/tags/WeatherPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WeatherPrediction</span></a> <a href="https://tech.lgbt/tags/MLOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MLOps</span></a></p>
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