--- title: Machine Learning on GCP: From Notebooks to Pipelines description: The article highlights that AI/Machine Learning/any data-related job is a real job that requires skills, craftsmanship, and tools. It explains the process of... canonical: https://daily.dev/posts/machine-learning-on-gcp-from-notebooks-to-pipelines-anbsukdcz twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Machine Learning on GCP: From Notebooks to Pipelines | daily.dev og:description: The article highlights that AI/Machine Learning/any data-related job is a real job that requires skills, craftsmanship, and tools. It explains the process of... og:url: https://daily.dev/posts/machine-learning-on-gcp-from-notebooks-to-pipelines-anbsukdcz og:image: https://api.daily.dev/og/posts/anbsuKdcz.png og:image:alt: Machine Learning on GCP: From Notebooks to Pipelines 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. # Machine Learning on GCP: From Notebooks to Pipelines **[Towards Data Science](https://daily.dev/sources/tds)** · 15 min read · 2 upvotes · 0 comments ## Summary The article highlights that AI/Machine Learning/any data-related job is a real job that requires skills, craftsmanship, and tools. It explains the process of moving from a notebook to a real pipeline in production, emphasizing the importance of automation and monitoring. The article also provides a simple use case of a Data Scientist working at an e-commerce company and the steps involved in preparing the data and training a model. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#data-science](https://daily.dev/tags/data-science), [#gcp](https://daily.dev/tags/gcp), [#data-analysis](https://daily.dev/tags/data-analysis) [View this post on daily.dev](https://daily.dev/posts/machine-learning-on-gcp-from-notebooks-to-pipelines-anbsukdcz) ```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":"Machine Learning on GCP: From Notebooks to Pipelines","url":"https://daily.dev/posts/machine-learning-on-gcp-from-notebooks-to-pipelines-anbsukdcz","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/machine-learning-on-gcp-from-notebooks-to-pipelines-anbsukdcz"},"datePublished":"2024-05-11T13:56:41.105Z","dateModified":"2024-05-11T13:56:39.143Z","description":"The article highlights that AI/Machine Learning/any data-related job is a real job that requires skills, craftsmanship, and tools. It explains the process of...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/3e66cc17b5990af4e800bd9df1ba5cc2?_a=AQAEuiZ","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/3e66cc17b5990af4e800bd9df1ba5cc2?_a=AQAEuiZ","isAccessibleForFree":true,"articleSection":"Towards Data Science","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":"Towards Data Science","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/tds","url":"https://daily.dev/sources/tds"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/machine-learning-on-gcp-from-notebooks-to-pipelines-anbsukdcz","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":2},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"machine-learning,data-science,gcp,data-analysis","timeRequired":"PT15M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Towards Data Science","item":"https://daily.dev/sources/tds"},{"@type":"ListItem","position":3,"name":"Machine Learning on GCP: From Notebooks to Pipelines"}]} ```