--- title: PyTorch Tutorial for Deep Learning | daily.dev description: A beginner-friendly guide to deep learning with PyTorch, covering tensors, neural network construction using torch.nn, and a complete hands-on project building... canonical: https://daily.dev/posts/pytorch-tutorial-for-deep-learning-hxdgznfc2 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: PyTorch Tutorial for Deep Learning | daily.dev og:description: A beginner-friendly guide to deep learning with PyTorch, covering tensors, neural network construction using torch.nn, and a complete hands-on project building... og:url: https://daily.dev/posts/pytorch-tutorial-for-deep-learning-hxdgznfc2 og:image: https://api.daily.dev/og/posts/hxDGZNFC2.png og:image:alt: PyTorch Tutorial for Deep Learning 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. # PyTorch Tutorial for Deep Learning **[JetBrains](https://daily.dev/sources/jetbrains)** · 27 min read · 0 upvotes · 0 comments ## Summary A beginner-friendly guide to deep learning with PyTorch, covering tensors, neural network construction using torch.nn, and a complete hands-on project building an MNIST handwritten digit classifier. The tutorial walks through data loading and normalization, model definition with fully connected layers, training loops with CrossEntropyLoss and the Adam optimizer, and model evaluation achieving ~97% test accuracy. Setup instructions for PyCharm with uv or Conda environments are included, along with tips on using PyCharm Pro's Jupyter console and debugger to inspect tensors and step through training. Advanced topics like GPU acceleration, distributed training with DistributedDataParallel, and model deployment with TorchServe are briefly introduced as next steps. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Build a Simple Deep Learning Library](https://daily.dev/posts/build-a-simple-deep-learning-library-xcnv0oi0i) · Hacker News · 0 upvotes · 0 comments - [PyTorch Tutorial for Beginners: Build a Multiple Regression Model from Scratch](https://daily.dev/posts/pytorch-tutorial-for-beginners-build-a-multiple-regression-model-from-scratch-tl8tgx4vs) · Towards Data Science · 0 upvotes · 0 comments - [0byte](https://daily.dev/posts/0byte-1ywh7bopx) · Hacker News · 0 upvotes · 0 comments - [CNNs, RNNs, and Transformers Explained: A Mental Model for Key Deep Learning Concepts](https://daily.dev/posts/cnns-rnns-and-transformers-explained-a-mental-model-for-key-deep-learning-concepts-pxbxlxvct) · freeCodeCamp · 3 upvotes · 0 comments --- Tags: [#python](https://daily.dev/tags/python), [#devtools](https://daily.dev/tags/devtools), [#deep-learning](https://daily.dev/tags/deep-learning), [#neural-networks](https://daily.dev/tags/neural-networks), [#pytorch](https://daily.dev/tags/pytorch) [View this post on daily.dev](https://daily.dev/posts/pytorch-tutorial-for-deep-learning-hxdgznfc2) ```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":"PyTorch Tutorial for Deep Learning","url":"https://daily.dev/posts/pytorch-tutorial-for-deep-learning-hxdgznfc2","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/pytorch-tutorial-for-deep-learning-hxdgznfc2"},"datePublished":"2026-07-29T17:48:38.980Z","dateModified":"2026-07-29T17:49:05.501Z","description":"A beginner-friendly guide to deep learning with PyTorch, covering tensors, neural network construction using torch.nn, and a complete hands-on project building...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/59c256af233b595efa49a57c8e31cc54?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/59c256af233b595efa49a57c8e31cc54?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"JetBrains","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":"JetBrains","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/53ecf0c676f34b3896ee109609d91efa","url":"https://daily.dev/sources/jetbrains"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/pytorch-tutorial-for-deep-learning-hxdgznfc2","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"python,devtools,deep-learning,neural-networks,pytorch","timeRequired":"PT27M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"JetBrains","item":"https://daily.dev/sources/jetbrains"},{"@type":"ListItem","position":3,"name":"PyTorch Tutorial for Deep Learning"}]} ```