{"id":4378,"date":"2023-02-23T04:51:20","date_gmt":"2023-02-23T04:51:20","guid":{"rendered":"https:\/\/www.goodacademic.com\/blog\/questions\/writing-recognition-with-tensorflow\/"},"modified":"2023-02-23T04:51:20","modified_gmt":"2023-02-23T04:51:20","slug":"writing-recognition-with-tensorflow","status":"publish","type":"questions","link":"https:\/\/www.goodacademic.com\/blog\/questions\/writing-recognition-with-tensorflow\/","title":{"rendered":"Writing recognition with TensorFlow."},"content":{"rendered":"<div class=\"col-sm-12 messageContent\">\n <b>Learning Goal: <\/b>I&#8217;m working on a data engineering exercise and need the explanation and answer to help me learn.<\/p>\n<ol>\n<li>Read Chapter 4: Convolutional Neural Networks from &#8220;Gulli, A., Kapoor, A., Pal, S. (2019). <em>Deep Learning with TensorFlow 2 and Keras: Regression, ConvNets, GANs, RNNs, NLP, and More with TensorFlow 2 and the Keras API,<\/em> 2nd Edition. United Kingdom: Packt Publishing.&#8221; Use LeNet code as in an example of DCNN \u00e2\u20ac\u2019 LeNet (page 114), and:\n<ol>\n<li>define the LeNet network<\/li>\n<li>training the network<\/li>\n<li>and execute the model for 20 epochs<\/li>\n<li>see some of the MNIST images in order to understand how good the result is.<\/li>\n<\/ol>\n<p>For the submission, summarize the execution of the model in terms of accuracy.<\/li>\n<\/ol>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Learning Goal: I&#8217;m working on a data engineering exercise and need the explanation and answer to help me learn. Read Chapter 4: Convolutional Neural Networks from &#8220;Gulli, A., Kapoor, A., Pal, S. (2019). Deep Learning with TensorFlow 2 and Keras: Regression, ConvNets, GANs, RNNs, NLP, and More with TensorFlow 2 and the Keras API, 2nd [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[848],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/questions\/4378"}],"collection":[{"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/comments?post=4378"}],"version-history":[{"count":0,"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/questions\/4378\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/media?parent=4378"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/disciplines?post=4378"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/paper_types?post=4378"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.goodacademic.com\/blog\/wp-json\/wp\/v2\/tagged?post=4378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}