{"id":3308,"date":"2024-03-13T06:44:48","date_gmt":"2024-03-13T06:44:48","guid":{"rendered":"https:\/\/www.silicloud.com\/blog\/how-to-visualize-the-model-structure-in-keras\/"},"modified":"2025-07-30T14:20:57","modified_gmt":"2025-07-30T14:20:57","slug":"how-to-visualize-the-model-structure-in-keras","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/blog\/how-to-visualize-the-model-structure-in-keras\/","title":{"rendered":"Visualize Keras Model Structure: Guide"},"content":{"rendered":"<p>In order to visualize the structure of a Keras model, you can use the plot_model function from the keras.utils.vis_utils module. This function allows you to save the model&#8217;s structure as an image or display it in a Jupyter Notebook.<\/p>\n<p>Below is an example code for visualizing the structure of a simple Keras model:<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">from<\/span> keras.models <span class=\"hljs-keyword\">import<\/span> Sequential\r\n<span class=\"hljs-keyword\">from<\/span> keras.layers <span class=\"hljs-keyword\">import<\/span> Dense\r\n<span class=\"hljs-keyword\">from<\/span> keras.utils.vis_utils <span class=\"hljs-keyword\">import<\/span> plot_model\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684Sequential\u6a21\u578b<\/span>\r\nmodel = Sequential()\r\nmodel.add(Dense(<span class=\"hljs-number\">32<\/span>, input_shape=(<span class=\"hljs-number\">784<\/span>,), activation=<span class=\"hljs-string\">'relu'<\/span>))\r\nmodel.add(Dense(<span class=\"hljs-number\">10<\/span>, activation=<span class=\"hljs-string\">'softmax'<\/span>))\r\n\r\n<span class=\"hljs-comment\"># \u53ef\u89c6\u5316\u6a21\u578b\u7ed3\u6784\u5e76\u4fdd\u5b58\u4e3a\u56fe\u7247<\/span>\r\nplot_model(model, to_file=<span class=\"hljs-string\">'model.png'<\/span>, show_shapes=<span class=\"hljs-literal\">True<\/span>)\r\n\r\n<span class=\"hljs-comment\"># \u5728Jupyter Notebook\u4e2d\u663e\u793a\u6a21\u578b\u7ed3\u6784<\/span>\r\nplot_model(model, show_shapes=<span class=\"hljs-literal\">True<\/span>)\r\n<\/code><\/pre>\n<p>Running the above code will generate an image file named model.png displaying the structure of the model; at the same time, the model structure will be displayed in the Jupyter Notebook. You can adjust the model structure based on actual needs and modify the parameters in the plot_model function as necessary.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In order to visualize the structure of a Keras model, you can use the plot_model function from the keras.utils.vis_utils module. This function allows you to save the model&#8217;s structure as an image or display it in a Jupyter Notebook. Below is an example code for visualizing the structure of a simple Keras model: from keras.models [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[1],"tags":[960,1264,1266,1265,72],"class_list":["post-3308","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-deep-learning","tag-keras-visualization","tag-model-structure","tag-plot_model","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Visualize Keras Model Structure: Guide - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"Learn to visualize Keras model structures using plot_model. Save diagrams as images or display in Jupyter. Code examples included.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/blog\/how-to-visualize-the-model-structure-in-keras\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Visualize Keras Model Structure: Guide\" \/>\n<meta property=\"og:description\" content=\"Learn to visualize Keras model structures using plot_model. Save diagrams as images or display in Jupyter. 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