{"id":131,"date":"2025-09-11T11:05:50","date_gmt":"2025-09-11T11:05:50","guid":{"rendered":"https:\/\/sticculli.com\/?p=131"},"modified":"2025-09-11T11:05:52","modified_gmt":"2025-09-11T11:05:52","slug":"neural-networks-and-deep-learning-how-modern-models-learn","status":"publish","type":"post","link":"https:\/\/sticculli.com\/?p=131","title":{"rendered":"Neural Networks and Deep Learning: How Modern Models Learn"},"content":{"rendered":"\n<p>Neural networks are mathematical models inspired by the work of the human brain that are trained using a large amount of data and parameter optimization. Deep neural networks consist of multiple layers, each of which extracts progressively more complex features. This approach has found application in speech recognition, image processing, and natural language, allowing the creation of systems that learn from examples without explicitly programming each step.<\/p>\n\n\n\n<!--nextpage-->\n\n\n\n<p>The training process involves adjusting the network weights through backpropagation and optimization algorithms. Important aspects include the choice of architecture, data volume, regularization, and computing resources. Modern practice includes transfer learning, when the network is pre-trained on one task and fine-tuned for another, which saves time and resources.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Neural networks are mathematical models inspired by the work of the human brain that are trained using a large amount of data and parameter optimization. Deep neural networks consist of&hellip;<\/p>\n","protected":false},"author":2,"featured_media":125,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[],"class_list":["post-131","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science-and-technology"],"_links":{"self":[{"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/posts\/131","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sticculli.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=131"}],"version-history":[{"count":1,"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/posts\/131\/revisions"}],"predecessor-version":[{"id":132,"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/posts\/131\/revisions\/132"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sticculli.com\/index.php?rest_route=\/wp\/v2\/media\/125"}],"wp:attachment":[{"href":"https:\/\/sticculli.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=131"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sticculli.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=131"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sticculli.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=131"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}