--- title: Deploying Your First Machine Learning Model | daily.dev description: This article provides a tutorial on how to build and deploy a machine learning model for glass classification. It covers topics such as model training, saving,... canonical: https://daily.dev/posts/deploying-your-first-machine-learning-model-gruuxb8yx twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Deploying Your First Machine Learning Model | daily.dev og:description: This article provides a tutorial on how to build and deploy a machine learning model for glass classification. It covers topics such as model training, saving,... og:url: https://daily.dev/posts/deploying-your-first-machine-learning-model-gruuxb8yx og:image: https://api.daily.dev/og/posts/gruuXB8yX.png og:image:alt: Deploying Your First Machine Learning Model og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Deploying Your First Machine Learning Model **[KDnuggets](https://daily.dev/sources/kdnuggets)** · 5 min read · 8 upvotes · 0 comments ## Summary This article provides a tutorial on how to build and deploy a machine learning model for glass classification. It covers topics such as model training, saving, building a web application, and deploying the model using HuggingFace Spaces. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#classification](https://daily.dev/tags/classification), [#gradio](https://daily.dev/tags/gradio), [#huggingface](https://daily.dev/tags/huggingface), [#machine-learning](https://daily.dev/tags/machine-learning), [#mlops](https://daily.dev/tags/mlops), [#scikit](https://daily.dev/tags/scikit), [#windows](https://daily.dev/tags/windows) [View this post on daily.dev](https://daily.dev/posts/deploying-your-first-machine-learning-model-gruuxb8yx) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Deploying Your First Machine Learning Model","url":"https://daily.dev/posts/deploying-your-first-machine-learning-model-gruuxb8yx","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/deploying-your-first-machine-learning-model-gruuxb8yx"},"datePublished":"2023-09-27T12:09:24.215Z","dateModified":"2026-04-10T02:13:04.851Z","description":"This article provides a tutorial on how to build and deploy a machine learning model for glass classification. It covers topics such as model training, saving,...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/30b7a469b92a895ba2fc5d6b23c675f2?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/30b7a469b92a895ba2fc5d6b23c675f2?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"KDnuggets","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"KDnuggets","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/kdnuggets","url":"https://daily.dev/sources/kdnuggets"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/deploying-your-first-machine-learning-model-gruuxb8yx","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":8},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"classification,gradio,huggingface,machine-learning,mlops,scikit,windows","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"KDnuggets","item":"https://daily.dev/sources/kdnuggets"},{"@type":"ListItem","position":3,"name":"Deploying Your First Machine Learning Model"}]} ```