1"use strict";(globalThis.webpackChunkportfolio=globalThis.webpackChunkportfolio||[]).push([[3209],{7732(e,t,n){n.r(t),n.d(t,{assets:()=>l,contentTitle:()=>o,default:()=>u,frontMatter:()=>r,metadata:()=>a,toc:()=>g});var a=n(6676),s=n(4848),i=n(8453);const r={slug:"deep-learning-weather",title:"Forecasting the Future - How Deep Learning Is Changing Weather Prediction",authors:["rossbulat"],tags:["Intelligent Agents","MSc"]},o="Forecasting the Future: How Deep Learning Is Changing Weather Prediction",l={authorsImageUrls:[void 0]},g=[];function c(e){const t={p:"p",...(0,i.R)(),...e.components};return(0,s.jsx)(t.p,{children:"AI weather forecasting is one of the most socially significant emerging applications of deep learning because forecast quality affects agriculture, transport, energy systems, disaster preparedness, and public safety (Zhang et al., 2025)."})}function u(e={}){const{wrapper:t}={...(0,i.R)(),...e.components};return t?(0,s.jsx)(t,{...e,children:(0,s.jsx)(c,{...e})}):c(e)}},8453(e,t,n){n.d(t,{R:()=>r,x:()=>o});var a=n(6540);const s={},i=a.createContext(s);function r(e){const t=a.useContext(i);return a.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function o(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:r(e.components),a.createElement(i.Provider,{value:t},e.children)}},6676(e){e.exports=JSON.parse('{"permalink":"/intelligent-agents/deep-learning-weather","source":"@site/intelligent-agents/2026-03-24-deep-learning-weather.md","title":"Forecasting the Future - How Deep Learning Is Changing Weather Prediction","description":"AI weather forecasting is one of the most socially significant emerging applications of deep learning because forecast quality affects agriculture, transport, energy systems, disaster preparedness, and public safety (Zhang et al., 2025).{/ truncate /} GraphCast marked an important breakthrough by showing that a graph neural network could produce skilful 10-day global forecasts at 0.25\xb0 resolution in under a minute (Lam et al., 2023). More recent systems such as GenCast and Aurora show that the field is progressing from fast deterministic forecasting toward probabilistic and multi-task Earth-system prediction (Price et al., 2025).","date":"2026-03-24T00:00:00.000Z","tags":[{"inline":true,"label":"Intelligent Agents","permalink":"/intelligent-agents/tags/intelligent-agents"},{"inline":true,"label":"MSc","permalink":"/intelligent-agents/tags/m-sc"}],"readingTime":4.58,"hasTruncateMarker":true,"authors":[{"name":"Ross Bulat","title":"Full Stack Engineer","url":"https://github.com/rossbulat","page":{"permalink":"/intelligent-agents/authors/rossbulat"},"socials":{"x":"https://x.com/rossbulat","github":"https://github.com/rossbulat","linkedin":"https://www.linkedin.com/in/rossbulat/"},"imageURL":"https://jkrb.io/img/rossBulat.webp","key":"rossbulat"}],"frontMatter":{"slug":"deep-learning-weather","title":"Forecasting the Future - How Deep Learning Is Changing Weather Prediction","authors":["rossbulat"],"tags":["Intelligent Agents","MSc"]},"unlisted":false,"prevItem":{"title":"Collaborative Discussion 3 Reflection","permalink":"/intelligent-agents/collab-3-reflection"},"nextItem":{"title":"Using spaCy to Build Constituency Parse Trees","permalink":"/intelligent-agents/parse-trees"}}')}}]);
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