{"id":11192,"date":"2022-09-17T16:32:15","date_gmt":"2022-09-17T11:02:15","guid":{"rendered":"http:\/\/ivyproschool.com\/blog\/?p=11192"},"modified":"2022-09-17T18:18:54","modified_gmt":"2022-09-17T12:48:54","slug":"what-is-keras","status":"publish","type":"post","link":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/","title":{"rendered":"What Is Keras &#038; Why Is It So Popular Presently?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11192\" class=\"elementor elementor-11192\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-f4aaa28 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"f4aaa28\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e4a0b8a jltma-glass-effect-no\" data-id=\"e4a0b8a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-271653f jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"271653f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks. This is a part of the TensorFlow library and enables you to illustrate and train neural network structures in just some lines of code. In this article, we will be talking about <\/span><b>what is Keras and TensorFlow.<\/b><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-75e0d25 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"75e0d25\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-da86e5a jltma-glass-effect-no\" data-id=\"da86e5a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75baac4 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"75baac4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Principles Of Keras<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-aba6ad6 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"aba6ad6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-784f49e jltma-glass-effect-no\" data-id=\"784f49e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75a96a4 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"75a96a4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Let us start this <\/span><b>Keras tutorial. <\/b><span style=\"font-weight: 400;\">Keras was formulated to be quite user-friendly, easy to extend, modular, and to work with Python. The API was \u201cdesigned\u00a0 for human beings, not machines\u201d and \u201cfollows best practices for reducing cognitive load.\u201d<\/span><\/p><p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Neural layers, optimizers, cost operations, activation operations, initialization schemes, and regularization schemes are all standalone structures that one can combine to formulate a new module. New modules are easy to add, as new functions and classes. Models are illustrated in Python code, not different structure configuration models.\u00a0<\/span><\/p><p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">In this article on <\/span><b>what is Keras in Python, <\/b><span style=\"font-weight: 400;\">let us have a look at the key features of Keras:<\/span><\/p><ul><li><span style=\"font-weight: 400;\"><strong>Modularity:<\/strong> Modules required for creating a neural network are involved in an interface so that it is more convenient to use for the end user.\u00a0<\/span><\/li><li><span style=\"font-weight: 400;\"><strong>Minimalistic:<\/strong> Implementation is short and concise.\u00a0<\/span><\/li><li><span style=\"font-weight: 400;\"><strong>Extensibility:<\/strong> It is very ideal for advanced research and also it is very convenient to write a new module for Keras. <\/span><\/li><\/ul>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-24ebd2a elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"24ebd2a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-84af872 jltma-glass-effect-no\" data-id=\"84af872\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d770817 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"d770817\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Advantages Of Keras<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-7b241bc elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"7b241bc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c6e5363 jltma-glass-effect-no\" data-id=\"c6e5363\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9b5ac1d jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"9b5ac1d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Being a high-level library and is a convenient interface, Kears certainly boosts as one of the <\/span><b>deep learning libraries<\/b><span style=\"font-weight: 400;\"> that is available. There are several features of itself, which makes it more convenient to use and also offers more features.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; If Keras is compared with\u00a0<\/span><b> <\/b><span style=\"font-weight: 400;\">\u00a0and Theano, it tries to offer a better \u201cuser Experience\u201d and this zones Keras above the other two libraries.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; As this is a Python library, it is more available to the general public because of the inherent simplicity of the Python programming language.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Lasagne is a library that is very similar to Kears. But using both the libraries I can say Keras is much more convenient. <\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-954742f elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"954742f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1ec389f jltma-glass-effect-no\" data-id=\"1ec389f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fd72256 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"fd72256\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Disadvantages Of Keras<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-b0aca36 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"b0aca36\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8c95d79 jltma-glass-effect-no\" data-id=\"8c95d79\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7282268 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"7282268\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><span style=\"font-weight: 400;\">Now that you know the advantages of using the Keras library, you should also be aware of the disadvantages of Kears.<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Since this <\/span><a href=\"https:\/\/www.python.org\/\"><b>Python<\/b><\/a><span style=\"font-weight: 400;\"> library has its dependency on low-level languages such as TensorFlow and Theano, so this performs as a double-edged sword for Keras. This is the primary reason why Keras cannot move beyond the realms of these libraries. For instance, both TensorFlow and Theano presently do not support GPUs except Nvidia. That is the reason Keras also does not have the corresponding support.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Similar to Lasagne, eras also wholly abstract the low, level languages. So this is less flexible when it comes to creating custom functions.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; The final point is that this is new in this niche. Its very first version was launched in late 2015, and it has gone through various alterations since then. Then even though Keras is already used in the process of production, one should always think twice before they deploy Keras models for production. <\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-65ea5b5 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"65ea5b5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-951b110 jltma-glass-effect-no\" data-id=\"951b110\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b31c22f jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"b31c22f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What Is Keras: Keras Model Overview<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-ec8cfa2 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"ec8cfa2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7cae1be jltma-glass-effect-no\" data-id=\"7cae1be\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a96935 jltma-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"5a96935\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"500\" src=\"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/keras-model-overview.png\" class=\"attachment-large size-large wp-image-11205\" alt=\"keras-model-overview\" srcset=\"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/keras-model-overview.png 700w, https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/keras-model-overview-300x214.png 300w, https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/keras-model-overview-150x107.png 150w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Keras Model Overview<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-17dcb7f elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"17dcb7f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b0248d7 jltma-glass-effect-no\" data-id=\"b0248d7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e549ed5 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e549ed5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Models are the primary entity one will be working with when using Keras. The structures are used in defining TensorFlow neural networks by mentioning the attributes, operations, and layers you wish.\u00a0<\/span><\/p><p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Keras provides a range of APIs you can employ to illustrate your neural network, involving:<\/span><\/p><p style=\"padding-left: 40px;\"><b>&#8211; Sequential API<\/b><span style=\"font-weight: 400;\"> allows one to formulate a model structure by structure for most issues. It is straightforward but restricted to single-input, single-output stacks of layers.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><b>&#8211; Functional API<\/b><span style=\"font-weight: 400;\"> is mainly a full-feature API that supports arbitrary <\/span><a href=\"https:\/\/ivyproschool.com\/blog\/data-analytics-frameworks\/\"><b>framework<\/b><\/a><span style=\"font-weight: 400;\"> architecture. It is more complicated and flexible in comparison to the sequential API.\u00a0<\/span><\/p><p style=\"text-align: justify; padding-left: 40px;\"><b>&#8211; Model Subclassing<\/b><span style=\"font-weight: 400;\"> allows one to enact everything from scratch. Ideal for research and highly complicated use scenarios, but it is hardly used in practice. <\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-6cf6979 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"6cf6979\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-09137b0 jltma-glass-effect-no\" data-id=\"09137b0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-38ca788 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"38ca788\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What Is Keras? Solving General Problems With Neural Networks<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-9d20473 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"9d20473\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0a82f55 jltma-glass-effect-no\" data-id=\"0a82f55\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9bc311c jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"9bc311c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">ML (Machine Learning) algorithms use a special form of an algorithm that is known as a Neural Network. Same as every machine learning algorithm, it also abides by the general ML workflow of data preprocessing and model evaluation. For ease of use, here are some of the to-dos on how to approach a Neural Network problem.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; See if there are issues where a neural network offers you an uplift over traditional algorithms.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Conduct a survey for which neural network architecture is the most ideal required issue.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Illustrate neural network architecture via language or library as per your choice.<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Change data into the ideal format and divide it into varied batches.<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; As per your requirements, pre-process the data.<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Augmented data is utilized to magnify size and make better-trained frameworks.\u00a0<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Batches are nourished by the neural network.<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Track alterations in training and validation data sets, and also train them.<\/span><\/p><p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">&#8211; Test your frameworks.<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-0e1167c elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"0e1167c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-effb72f jltma-glass-effect-no\" data-id=\"effb72f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-42f23f3 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"42f23f3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Wrapping Up<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-fa50670 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"fa50670\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-165865a jltma-glass-effect-no\" data-id=\"165865a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-35abcb4 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"35abcb4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><span style=\"font-weight: 400;\">After this article on <\/span><b>what is Keras model, <\/b><span style=\"font-weight: 400;\">you come to know about how this is useful in the area of deep learning along with its benefits and also limitations. We have also seen how this Python library depends on low-level languages such as Theanos and TensorFlow. Also if you were wondering <\/span><b>what is Keras vs TensorFlow, <\/b><span style=\"font-weight: 400;\">then you must have got your answer.\u00a0<\/span><\/p><p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Career prospects in <\/span><a href=\"https:\/\/ivyproschool.com\/blog\/data-science-guide\/\" target=\"_blank\" rel=\"noopener\"><b>data science<\/b><\/a><span style=\"font-weight: 400;\"> and data analytics have increased over time and this has become a much-acclaimed niche presently. If you wish to start your career in data science then there can be no better place than <\/span><a href=\"https:\/\/ivyproschool.com\/\" target=\"_blank\" rel=\"noopener\"><b>Ivy Professional School<\/b><\/a><b>.<\/b><span style=\"font-weight: 400;\"> It offers a complete course on data science conducted by industry experts. For more details, you can visit their website.\u00a0<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks. This is a part of the TensorFlow library and enables you to illustrate and train neural network structures in just some lines of code. In this article, we will be talking about what is Keras and TensorFlow. Principles Of Keras Let us start this Keras tutorial. Keras was formulated to be quite user-friendly, easy to extend, modular, and to work with Python. The API was \u201cdesigned\u00a0 for human beings, not machines\u201d and \u201cfollows best practices for reducing cognitive load.\u201d Neural layers, optimizers, cost operations, activation operations, initialization schemes, and regularization schemes are all standalone structures that one can combine to formulate a new module. New modules are easy to add, as new functions and classes. Models are illustrated in Python code, not different structure configuration models. In this article on what is Keras in Python, let us have a look at the key features of Keras: Modularity: Modules required for creating a neural network are involved in an interface so that it is more convenient to use for the end user. Minimalistic: Implementation is short and concise. Extensibility: It is very ideal for advanced [&hellip;]<\/p>\n","protected":false},"author":1001952,"featured_media":11204,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[467,917,921,919,504,910,716,904,920,918,916,915],"class_list":["post-11192","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analytics","tag-data-science","tag-deep-learning-libraries","tag-keras","tag-keras-tutorial","tag-machine-learning","tag-ml","tag-python","tag-tensorflow","tag-what-is-keras-and-tensorflow","tag-what-is-keras-in-python","tag-what-is-keras-model","tag-what-is-keras-vs-tensorflow"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What Is Keras &amp; Why Is It So Popular Presently?<\/title>\n<meta name=\"description\" content=\"What is Keras? Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ivyproschool.com\/blog\/what-is-keras\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Is Keras &amp; Why Is It So Popular Presently?\" \/>\n<meta property=\"og:description\" content=\"What is Keras? Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ivyproschool.com\/blog\/what-is-keras\/\" \/>\n<meta property=\"og:site_name\" content=\"R vs Python: Which Analytics Tool Should You Choose for Data Science?\" \/>\n<meta property=\"article:published_time\" content=\"2022-09-17T11:02:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-09-17T12:48:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/what-is-keras.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"ivyproschool\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ivyproschool\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"ivyproschool\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/\"},\"author\":{\"name\":\"ivyproschool\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/#\\\/schema\\\/person\\\/41d954078401b7dd2b8381f438784324\"},\"headline\":\"What Is Keras &#038; Why Is It So Popular Presently?\",\"datePublished\":\"2022-09-17T11:02:15+00:00\",\"dateModified\":\"2022-09-17T12:48:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/\"},\"wordCount\":932,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/wp-content\\\/uploads\\\/2022\\\/09\\\/what-is-keras.png\",\"keywords\":[\"data science\",\"deep learning libraries\",\"Keras\",\"Keras tutorial\",\"machine learning\",\"ML\",\"python\",\"TensorFlow\",\"what is Keras and TensorFlow\",\"what is Keras in Python\",\"what is Keras model\",\"what is Keras vs TensorFlow\"],\"articleSection\":[\"Data Analytics\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/\",\"url\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/\",\"name\":\"What Is Keras & Why Is It So Popular Presently?\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/wp-content\\\/uploads\\\/2022\\\/09\\\/what-is-keras.png\",\"datePublished\":\"2022-09-17T11:02:15+00:00\",\"dateModified\":\"2022-09-17T12:48:54+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/#\\\/schema\\\/person\\\/41d954078401b7dd2b8381f438784324\"},\"description\":\"What is Keras? Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#primaryimage\",\"url\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/wp-content\\\/uploads\\\/2022\\\/09\\\/what-is-keras.png\",\"contentUrl\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/wp-content\\\/uploads\\\/2022\\\/09\\\/what-is-keras.png\",\"width\":1920,\"height\":1080,\"caption\":\"what-is-keras\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/what-is-keras\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What Is Keras &#038; Why Is It So Popular Presently?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/\",\"name\":\"Ivy Professional School | Official Blog\",\"description\":\"Confused between R and Python for your data science journey? Discover the key differences in data visualization, handling capabilities, speed, and ease of learning.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/#\\\/schema\\\/person\\\/41d954078401b7dd2b8381f438784324\",\"name\":\"ivyproschool\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6944a4522c70a591ef0952a53f95271719e4e78c13bf581db6b67d55d14483c1?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6944a4522c70a591ef0952a53f95271719e4e78c13bf581db6b67d55d14483c1?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6944a4522c70a591ef0952a53f95271719e4e78c13bf581db6b67d55d14483c1?s=96&d=mm&r=g\",\"caption\":\"ivyproschool\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/ivyproschool\"],\"url\":\"https:\\\/\\\/ivyproschool.com\\\/blog\\\/author\\\/ivyproschool_admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"What Is Keras & Why Is It So Popular Presently?","description":"What is Keras? Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/","og_locale":"en_US","og_type":"article","og_title":"What Is Keras & Why Is It So Popular Presently?","og_description":"What is Keras? Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks.","og_url":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/","og_site_name":"R vs Python: Which Analytics Tool Should You Choose for Data Science?","article_published_time":"2022-09-17T11:02:15+00:00","article_modified_time":"2022-09-17T12:48:54+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/what-is-keras.png","type":"image\/png"}],"author":"ivyproschool","twitter_card":"summary_large_image","twitter_creator":"@ivyproschool","twitter_misc":{"Written by":"ivyproschool","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#article","isPartOf":{"@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/"},"author":{"name":"ivyproschool","@id":"https:\/\/ivyproschool.com\/blog\/#\/schema\/person\/41d954078401b7dd2b8381f438784324"},"headline":"What Is Keras &#038; Why Is It So Popular Presently?","datePublished":"2022-09-17T11:02:15+00:00","dateModified":"2022-09-17T12:48:54+00:00","mainEntityOfPage":{"@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/"},"wordCount":932,"commentCount":0,"image":{"@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#primaryimage"},"thumbnailUrl":"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/what-is-keras.png","keywords":["data science","deep learning libraries","Keras","Keras tutorial","machine learning","ML","python","TensorFlow","what is Keras and TensorFlow","what is Keras in Python","what is Keras model","what is Keras vs TensorFlow"],"articleSection":["Data Analytics"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ivyproschool.com\/blog\/what-is-keras\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/","url":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/","name":"What Is Keras & Why Is It So Popular Presently?","isPartOf":{"@id":"https:\/\/ivyproschool.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#primaryimage"},"image":{"@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#primaryimage"},"thumbnailUrl":"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/what-is-keras.png","datePublished":"2022-09-17T11:02:15+00:00","dateModified":"2022-09-17T12:48:54+00:00","author":{"@id":"https:\/\/ivyproschool.com\/blog\/#\/schema\/person\/41d954078401b7dd2b8381f438784324"},"description":"What is Keras? Keras is an easy-to-use, strong, free open-source Python library for evaluating and developing deep learning frameworks.","breadcrumb":{"@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ivyproschool.com\/blog\/what-is-keras\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#primaryimage","url":"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/what-is-keras.png","contentUrl":"https:\/\/ivyproschool.com\/blog\/wp-content\/uploads\/2022\/09\/what-is-keras.png","width":1920,"height":1080,"caption":"what-is-keras"},{"@type":"BreadcrumbList","@id":"https:\/\/ivyproschool.com\/blog\/what-is-keras\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ivyproschool.com\/blog\/"},{"@type":"ListItem","position":2,"name":"What Is Keras &#038; Why Is It So Popular Presently?"}]},{"@type":"WebSite","@id":"https:\/\/ivyproschool.com\/blog\/#website","url":"https:\/\/ivyproschool.com\/blog\/","name":"Ivy Professional School | Official Blog","description":"Confused between R and Python for your data science journey? Discover the key differences in data visualization, handling capabilities, speed, and ease of learning.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ivyproschool.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/ivyproschool.com\/blog\/#\/schema\/person\/41d954078401b7dd2b8381f438784324","name":"ivyproschool","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/6944a4522c70a591ef0952a53f95271719e4e78c13bf581db6b67d55d14483c1?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/6944a4522c70a591ef0952a53f95271719e4e78c13bf581db6b67d55d14483c1?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/6944a4522c70a591ef0952a53f95271719e4e78c13bf581db6b67d55d14483c1?s=96&d=mm&r=g","caption":"ivyproschool"},"sameAs":["https:\/\/x.com\/ivyproschool"],"url":"https:\/\/ivyproschool.com\/blog\/author\/ivyproschool_admin\/"}]}},"_links":{"self":[{"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/posts\/11192","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/users\/1001952"}],"replies":[{"embeddable":true,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/comments?post=11192"}],"version-history":[{"count":9,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/posts\/11192\/revisions"}],"predecessor-version":[{"id":11209,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/posts\/11192\/revisions\/11209"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/media\/11204"}],"wp:attachment":[{"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/media?parent=11192"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/categories?post=11192"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ivyproschool.com\/blog\/wp-json\/wp\/v2\/tags?post=11192"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}