{"id":667,"date":"2018-05-03T03:19:27","date_gmt":"2018-05-03T00:19:27","guid":{"rendered":"http:\/\/kusuaks7\/?p=272"},"modified":"2025-06-20T09:05:44","modified_gmt":"2025-06-20T09:05:44","slug":"data-science-digest","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/data-science-digest\/","title":{"rendered":"Data Science Digest"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"667\" class=\"elementor elementor-667\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-5ddd67e2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5ddd67e2\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-31eb36bc\" data-id=\"31eb36bc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-557b480 elementor-widget elementor-widget-text-editor\" data-id=\"557b480\" data-element_type=\"widget\" data-e-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\t<strong><em>Ready to learn Data Science? <a href=\"https:\/\/www.experfy.com\/training\/courses\">Browse courses<\/a>\u00a0like\u00a0<a href=\"https:\/\/www.experfy.com\/training\/tracks\/data-science-training-certification\">Data Science Training and Certification<\/a> developed by industry thought leaders and Experfy in Harvard Innovation Lab.<\/em><\/strong>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-25651f5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"25651f5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9d1e64c\" data-id=\"9d1e64c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75682c3 elementor-widget elementor-widget-image\" data-id=\"75682c3\" data-element_type=\"widget\" data-e-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\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-1024x682.jpg\" class=\"attachment-large size-large wp-image-37909\" alt=\"\" srcset=\"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-1024x682.jpg 1024w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-300x200.jpg 300w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-768x512.jpg 768w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-1536x1023.jpg 1536w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-610x406.jpg 610w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-750x500.jpg 750w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1-1140x760.jpg 1140w, https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2018\/05\/1_ycBfZE7V5LdRONQ3CToRFQ-1.jpg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-72d1cc1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72d1cc1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-952459a\" data-id=\"952459a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3eda678 elementor-widget elementor-widget-text-editor\" data-id=\"3eda678\" data-element_type=\"widget\" data-e-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\t<p><span data-mce-<p id=\"b2df\">Data Science is an amalgamation of many other fields like mathematics, technology &amp; domain; it has its own concepts, process &amp; tools. It\u2019s really tough to know each and everything related to the subject unless you have really worked on complex data science problems in the industry for a couple of years.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-9b7fe67 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9b7fe67\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-53556a9\" data-id=\"53556a9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5963480 elementor-widget elementor-widget-text-editor\" data-id=\"5963480\" data-element_type=\"widget\" data-e-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\t<p id=\"b0a5\">In this post, I have tried to aggregate &amp; organize all the data science related topics from Quora (generic definitions), Medium (in-depth working) &amp; GitHub (code). This post is organized in these sections of data science area:<\/p>\n\n<ol>\n \t<li id=\"315a\">Introduction<\/li>\n \t<li id=\"503b\">Prerequisites<\/li>\n \t<li id=\"e96a\">Concepts<\/li>\n \t<li id=\"92a6\">Algorithms<\/li>\n \t<li id=\"eeba\">Process<\/li>\n \t<li id=\"3ff5\">Tools<\/li>\n<\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-38ce89a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38ce89a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b8f5b6b\" data-id=\"b8f5b6b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-52e947c elementor-widget elementor-widget-text-editor\" data-id=\"52e947c\" data-element_type=\"widget\" data-e-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\t<p id=\"83a3\"><strong>Data Science Introduction<\/strong><\/p>\n<p id=\"b758\">In this section, you can get introduced to data science world. What is data science? Why it is important? What is the difference between Artificial Intelligence, Data Science, Machine Learning &amp; Deep Learning?<\/p>\n\n<ul>\n \t<li id=\"025a\"><a href=\"https:\/\/www.quora.com\/What-is-data-science\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">What is Data Science?<\/a><\/li>\n \t<li id=\"7bf8\"><a href=\"https:\/\/www.quora.com\/Why-is-data-science-important\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Why Data Science is important?<\/a><\/li>\n \t<li id=\"0768\"><a href=\"https:\/\/www.quora.com\/What-is-the-difference-between-Deep-Learning-Machine-learning-and-Artificial-Intelligence-Is-Deep-learning-related-to-data-science\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Artificial Intelligence Vs Data Science Vs Machine Learning Vs Deep Learning<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-c0db00d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c0db00d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e0f5592\" data-id=\"e0f5592\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f264a00 elementor-widget elementor-widget-text-editor\" data-id=\"f264a00\" data-element_type=\"widget\" data-e-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\t<hr \/>\n<p id=\"eef3\"><strong>Data Science Prerequisites<\/strong><\/p>\n<p id=\"6961\">Before diving deep into data science, one needs to cover a lot of ground like decent understanding of linear algebra, statistics, probability &amp; data engineering.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4d7b8f5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d7b8f5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9bad063\" data-id=\"9bad063\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4b8063e elementor-widget elementor-widget-text-editor\" data-id=\"4b8063e\" data-element_type=\"widget\" data-e-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\t<ul>\n \t<li id=\"fdc1\"><a href=\"https:\/\/medium.com\/machine-learning-bootcamp\/linear-algebra-for-ml-revisiting-high-school-4dae6ed7aa33\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Linear Algebra<\/a><\/li>\n \t<li id=\"d45a\"><a href=\"https:\/\/medium.com\/@SeattleDataGuy\/statistics-review-for-data-scientists-and-management-df8f94760221\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Statistics<\/a><\/li>\n \t<li id=\"4324\"><a href=\"https:\/\/towardsdatascience.com\/basic-probability-theory-and-statistics-3105ab637213\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Probability Theory<\/a><\/li>\n \t<li id=\"70f4\"><a href=\"https:\/\/medium.freecodecamp.org\/the-rise-of-the-data-engineer-91be18f1e603\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/medium.freecodecamp.org\/the-rise-of-the-data-engineer-91be18f1e603\" data->Data Engineering<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-44f4c74 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44f4c74\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aaac59d\" data-id=\"aaac59d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a750f5e elementor-widget elementor-widget-text-editor\" data-id=\"a750f5e\" data-element_type=\"widget\" data-e-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\t<p id=\"1d4e\"><strong>Data Science Concepts<\/strong><\/p>\n<p id=\"af1d\">In this section, you can learn the data science concepts like types of learning and when to use which kind of learning algorithms?<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-d6bc06e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d6bc06e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6829c4d\" data-id=\"6829c4d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67df38b elementor-widget elementor-widget-text-editor\" data-id=\"67df38b\" data-element_type=\"widget\" data-e-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\t\n<ul>\n \t<li id=\"fd53\"><a href=\"https:\/\/www.quora.com\/What-is-supervised-learning\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Supervised Learning<\/a>\u00a0(<a href=\"https:\/\/www.quora.com\/What-is-regression\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Regression<\/a>,\u00a0<a href=\"https:\/\/www.quora.com\/What-is-classification\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Classification<\/a>)<\/li>\n \t<li id=\"ebad\"><a href=\"https:\/\/www.quora.com\/What-is-unsupervised-learning-with-example\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Unsupervised Learning<\/a>\u00a0(<a href=\"https:\/\/www.quora.com\/What-is-clustering\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Clustering<\/a>,\u00a0<a href=\"https:\/\/www.quora.com\/What-is-anomaly-detection\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Anomaly Detection<\/a>)<\/li>\n \t<li id=\"3c46\"><a href=\"https:\/\/www.quora.com\/What-is-reinforcement-learning\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Reinforcement Learning<\/a><\/li>\n \t<li id=\"528c\"><a href=\"https:\/\/www.quora.com\/What-is-deep-learning-Why-is-this-a-growing-trend-in-machine-learning-Why-not-use-SVMs\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Deep Learning<\/a>\u00a0(<a href=\"https:\/\/www.quora.com\/What-are-artificial-neural-networks-1\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Artificial Neural Networks<\/a>)<\/li>\n<\/ul>\n<\/section><section>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-8f7b39a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8f7b39a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-af437a7\" data-id=\"af437a7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-71dc5f8 elementor-widget elementor-widget-text-editor\" data-id=\"71dc5f8\" data-element_type=\"widget\" data-e-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\t<p id=\"9cbc\"><strong>Data Science Algorithms<\/strong><\/p>\n<p id=\"e86e\">This section covers various (mostly used) data science algorithms in detail. Which kind of problems these algorithms solve &amp; what are the pros &amp; cons of using these algorithms?<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-f3d69d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f3d69d5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4f6a270\" data-id=\"4f6a270\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f42258d elementor-widget elementor-widget-text-editor\" data-id=\"f42258d\" data-element_type=\"widget\" data-e-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\t<ul>\n \t<li id=\"2f03\">Classification (<a href=\"https:\/\/medium.com\/data-science-group-iitr\/k-nearest-neighbors-knn-500f0d17c8f1\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">k-Nearest Neighbors<\/a>,\u00a0<a href=\"https:\/\/medium.com\/data-science-group-iitr\/logistic-regression-simplified-9b4efe801389\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Logistic Regression<\/a>,\u00a0<a href=\"https:\/\/medium.com\/data-science-group-iitr\/decision-trees-decoded-c70b4f7ff542\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Decision Trees<\/a>,\u00a0<a href=\"https:\/\/medium.com\/data-science-group-iitr\/naive-bayes-unfolded-b2ab036b42b1\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Naive Bayes<\/a>)<\/li>\n \t<li id=\"63ac\">Regression (<a href=\"https:\/\/towardsdatascience.com\/5-types-of-regression-and-their-properties-c5e1fa12d55e\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/towardsdatascience.com\/5-types-of-regression-and-their-properties-c5e1fa12d55e\" data->Linear, Polynomial, Ridge, Lasso, ElasticNet<\/a>)<\/li>\n \t<li id=\"cce6\"><a href=\"https:\/\/medium.com\/machine-learning-101\/chapter-2-svm-support-vector-machine-theory-f0812effc72\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Support Vector Machines<\/a><\/li>\n \t<li id=\"9295\"><a href=\"https:\/\/medium.com\/machine-learning-for-humans\/neural-networks-deep-learning-cdad8aeae49b\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Neural Nets<\/a><\/li>\n \t<li id=\"e87c\"><a href=\"https:\/\/medium.com\/@Synced\/how-random-forest-algorithm-works-in-machine-learning-3c0fe15b6674\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Random Forests<\/a><\/li>\n \t<li id=\"3a03\">Clustering (<a href=\"https:\/\/towardsdatascience.com\/the-5-clustering-algorithms-data-scientists-need-to-know-a36d136ef68\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/towardsdatascience.com\/the-5-clustering-algorithms-data-scientists-need-to-know-a36d136ef68\" data->K-Means, Mean-Shift, DBSCAN, EM-GMM, Agglomerative Hierarchical<\/a>)<\/li>\n \t<li id=\"e118\">Deep Learning (<a href=\"https:\/\/medium.com\/technologymadeeasy\/the-best-explanation-of-convolutional-neural-networks-on-the-internet-fbb8b1ad5df8\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">CNNs<\/a>,\u00a0<a href=\"https:\/\/medium.com\/lingvo-masino\/introduction-to-recurrent-neural-network-d77a3fe2c56c\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">RNNs<\/a>,\u00a0<a href=\"https:\/\/medium.com\/datathings\/the-magic-of-lstm-neural-networks-6775e8b540cd\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">LSTMs<\/a>)<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-54c860d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54c860d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fee01ef\" data-id=\"fee01ef\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-00e726f elementor-widget elementor-widget-text-editor\" data-id=\"00e726f\" data-element_type=\"widget\" data-e-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\t<hr \/>\n<p id=\"5af9\"><strong>Data Science Process<\/strong><\/p>\n<p id=\"5edf\">In this section, you will get to know data science as a process; once you have a problem, what approach will you take? How will you collect &amp; clean data? Which evaluation and tuning technique will you use to optimize your data science algorithm.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-307ebaf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"307ebaf\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b8e1b7e\" data-id=\"b8e1b7e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e167231 elementor-widget elementor-widget-text-editor\" data-id=\"e167231\" data-element_type=\"widget\" data-e-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\t<ul>\n \t<li id=\"e052\">Data Science Process (<a href=\"https:\/\/towardsdatascience.com\/the-7-steps-of-machine-learning-2877d7e5548e\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/towardsdatascience.com\/the-7-steps-of-machine-learning-2877d7e5548e\" data->Data Collection, Data Cleaning, Modeling, Model Evaluation, Model Tuning, Prediction<\/a>)<\/li>\n \t<li id=\"5b39\"><a href=\"https:\/\/medium.com\/@InDataLabs\/why-start-a-data-science-project-with-exploratory-data-analysis-f90c0efcbe49\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Exploratory Data Analysis<\/a><\/li>\n \t<li id=\"1b38\"><a href=\"https:\/\/medium.com\/mindorks\/what-is-feature-engineering-for-machine-learning-d8ba3158d97a\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Feature Engineering<\/a><\/li>\n \t<li id=\"05f2\"><a href=\"https:\/\/medium.com\/weightsandbiases\/an-introduction-to-model-ensembling-63effc2ca4b3\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" class=\"broken_link\">Ensembling<\/a>\u00a0(Bagging, Boosting &amp; Stacking)<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-2e02375 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e02375\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f87809\" data-id=\"7f87809\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bf302ce elementor-widget elementor-widget-text-editor\" data-id=\"bf302ce\" data-element_type=\"widget\" data-e-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\t<hr \/>\n<p id=\"16de\"><strong>Data Science Tools<\/strong><\/p>\n<p id=\"6e2b\">This section covers the tools being used in data science field like R, Python, SQL or machine learning platforms provided by Azure &amp; Amazon.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4769b98 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4769b98\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a11de35\" data-id=\"a11de35\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc3d678 elementor-widget elementor-widget-text-editor\" data-id=\"cc3d678\" data-element_type=\"widget\" data-e-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\t<ul>\n \t<li id=\"18ab\"><a href=\"https:\/\/gist.github.com\/asimihsan\/6937989\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/gist.github.com\/asimihsan\/6937989\" data->R<\/a><\/li>\n \t<li id=\"338e\"><a href=\"https:\/\/github.com\/Akuli\/python-tutorial\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/github.com\/Akuli\/python-tutorial\" data->Python<\/a>\u00a0(<a href=\"https:\/\/github.com\/Hvass-Labs\/TensorFlow-Tutorials\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/github.com\/Hvass-Labs\/TensorFlow-Tutorials\" data->TensorFlow<\/a>,\u00a0<a href=\"https:\/\/github.com\/tgjeon\/Keras-Tutorials\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/github.com\/tgjeon\/Keras-Tutorials\" data->Keras<\/a>)<\/li>\n \t<li id=\"ce5b\"><a href=\"https:\/\/github.com\/tthibo\/SQL-Tutorial\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/github.com\/tthibo\/SQL-Tutorial\" data->SQL<\/a><\/li>\n \t<li id=\"f20d\"><a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/machine-learning\/studio\/create-experiment\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/machine-learning\/studio\/create-experiment\" data->Azure Machine Learning<\/a><\/li>\n \t<li id=\"3ccb\"><a href=\"https:\/\/docs.aws.amazon.com\/machine-learning\/latest\/dg\/tutorial.html\" target=\"_blank\" rel=\"noopener nofollow noreferrer\" data-href=\"https:\/\/docs.aws.amazon.com\/machine-learning\/latest\/dg\/tutorial.html\" data->Amazon Machine Learning<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>What is data science? Why it is important? What is the difference between Artificial Intelligence, Data Science, and Machine Learning and Deep Learning? Data Science is an amalgamation of many other fields like mathematics, technology and domain. It has its own concepts, process and tools. It&rsquo;s really tough to know each and everything related to the subject unless you have really worked on complex data science problems in the industry for a couple of years. You can learn the data science concepts like types of learning and when to use which kind of learning algorithms?<\/p>\n","protected":false},"author":280,"featured_media":3584,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[187],"tags":[94],"ppma_author":[1811],"class_list":["post-667","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-cloud","tag-data-science"],"authors":[{"term_id":1811,"user_id":280,"is_guest":0,"slug":"ankit-rathi","display_name":"Ankit Rathi","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Rathi","first_name":"Ankit","job_title":"","description":"Ankit Rathi is Lead Architect at SITA, the leading &amp; innovative IT organization in ATI, delivering end-to-end analytics platforms using Data Science, Big Data &amp; Cloud. He is a Data Science Architect with extensive experience is designing &amp; developing data-intensive technology solutions including data architecture, data science, big data &amp; cloud."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/667","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/280"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=667"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/667\/revisions"}],"predecessor-version":[{"id":37912,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/667\/revisions\/37912"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/3584"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=667"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=667"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=667"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=667"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}