--- title: Step-by-step guide to building an artificial neural... description: A step-by-step guide to building an artificial neural network with the MNIST dataset using CNN architecture. The post covers accessing the data, data... canonical: https://daily.dev/posts/step-by-step-guide-to-building-an-artificial-neural-network-and-observing-how-overfitting-occurs-wit-qyifzfnen twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Step-by-step guide to building an artificial neural network and observing how overfitting occurs with MNIST and CNN architecture | daily.dev og:description: A step-by-step guide to building an artificial neural network with the MNIST dataset using CNN architecture. The post covers accessing the data, data... og:url: https://daily.dev/posts/step-by-step-guide-to-building-an-artificial-neural-network-and-observing-how-overfitting-occurs-wit-qyifzfnen og:image: https://api.daily.dev/og/posts/qyifzfNeN.png og:image:alt: Step-by-step guide to building an artificial neural network and observing how overfitting occurs with MNIST and CNN architecture 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. # Step-by-step guide to building an artificial neural network and observing how overfitting occurs with MNIST and CNN architecture **[Medium](https://daily.dev/sources/medium_js)** · 21 min read · 4 upvotes · 0 comments ## Summary A step-by-step guide to building an artificial neural network with the MNIST dataset using CNN architecture. The post covers accessing the data, data preprocessing, normalization, model architecture design, model compilation, training, evaluation, and detecting overfitting. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#deep-learning](https://daily.dev/tags/deep-learning), [#data-processing](https://daily.dev/tags/data-processing), [#overfitting](https://daily.dev/tags/overfitting), [#mnist](https://daily.dev/tags/mnist) [View this post on daily.dev](https://daily.dev/posts/step-by-step-guide-to-building-an-artificial-neural-network-and-observing-how-overfitting-occurs-wit-qyifzfnen) ```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":"Step-by-step guide to building an artificial neural network and observing how overfitting occurs with MNIST and CNN architecture","url":"https://daily.dev/posts/step-by-step-guide-to-building-an-artificial-neural-network-and-observing-how-overfitting-occurs-wit-qyifzfnen","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/step-by-step-guide-to-building-an-artificial-neural-network-and-observing-how-overfitting-occurs-wit-qyifzfnen"},"datePublished":"2024-03-17T05:21:30.744Z","dateModified":"2024-05-09T09:28:05.588Z","description":"A step-by-step guide to building an artificial neural network with the MNIST dataset using CNN architecture. 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