{"id":347,"date":"2020-08-06T22:15:06","date_gmt":"2020-08-06T22:15:06","guid":{"rendered":"http:\/\/nikolapacekvetnic.rs\/?p=347"},"modified":"2020-08-06T22:20:29","modified_gmt":"2020-08-06T22:20:29","slug":"a-simple-feed-forward-image-classifier","status":"publish","type":"post","link":"http:\/\/nikolapacekvetnic.rs\/?p=347","title":{"rendered":"A Simple Feed-Forward Image Classifier"},"content":{"rendered":"\n<p><em>Recently I dared to make first steps into the exciting and vast world of deep learning, which was a near impossible endeavor prior to finding <a rel=\"noreferrer noopener\" href=\"https:\/\/www.oreilly.com\/library\/view\/programming-pytorch-for\/9781492045342\/\" target=\"_blank\">a proper textbook<\/a> to gently guide me into the field. While the text and the code examples found therein proved to be of great help, I decided to supplement those by writing my own examples (and extensively commenting them) and logging my progress by means of blog posts.<\/em><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/www.quintagroup.com\/blog\/blog-images\/machine-learning-libraries\/pytorch.png\/@@images\/cce95fa7-4048-42c1-b768-dca2a747b8bd.png\"><img decoding=\"async\" src=\"https:\/\/qph.fs.quoracdn.net\/main-qimg-fd9f8d4c4a8c1a857c0523c6d32d9c4d\" alt=\"\"\/><\/a><\/figure><\/div>\n\n\n\n<p>First yield of such practice is thus before you &#8211; a simple feed-forward neural network used to classify images into two classes, namely cats and fish.<\/p>\n\n\n\n<p>Jupyter notebook of the model may be found on GitHub: <a rel=\"noreferrer noopener\" href=\"https:\/\/tinyurl.com\/yypx9ump\" target=\"_blank\">https:\/\/tinyurl.com\/yypx9ump<\/a><\/p>\n\n\n\n<p>Also, the same notebook is available on Google Colab (where it can be tested it against the GPU available there): <a href=\"https:\/\/tinyurl.com\/y3d2jfuu\">https:\/\/tinyurl.com\/y3d2jfuu<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Recently I dared to make first steps into the exciting and vast world of deep learning, which was a near impossible endeavor prior to finding a proper textbook to gently guide me into the field. While the text and the code examples found therein proved to be of great help, I decided to supplement those [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":348,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[56],"tags":[67,57,60,62,66,63,65,58,59,64],"class_list":["post-347","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deep-learning","tag-colaboratory","tag-deep-learning","tag-feed-forward","tag-fully-connected-2","tag-google-colab","tag-image-classifier","tag-jupyter","tag-neural-networks","tag-nn","tag-pytorch"],"_links":{"self":[{"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/posts\/347","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=347"}],"version-history":[{"count":7,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/posts\/347\/revisions"}],"predecessor-version":[{"id":355,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/posts\/347\/revisions\/355"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=\/wp\/v2\/media\/348"}],"wp:attachment":[{"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=347"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/nikolapacekvetnic.rs\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}