{"id":59264,"date":"2018-03-09T12:32:37","date_gmt":"2018-03-09T07:02:37","guid":{"rendered":"https:\/\/www.vskills.in\/certification\/tutorial\/?p=59264"},"modified":"2024-04-12T14:20:38","modified_gmt":"2024-04-12T08:50:38","slug":"predictive-analytics","status":"publish","type":"page","link":"https:\/\/www.vskills.in\/certification\/tutorial\/predictive-analytics\/","title":{"rendered":"Predictive Analytics"},"content":{"rendered":"<p><a class=\"vsc\" href=\"https:\/\/www.vskills.in\/certification\/big-data\/predictive-analytics-certification\"><span class=\"vsc-cn\" style=\"text-align: center;\"><span style=\"color: red;\">Certify and Increase Opportunity.<\/span><br \/>\n<span style=\"color: green;\">Be <\/span><br \/>\nGovt. Certified Predictive Analytics Professional<\/span><\/a><\/p>\n<p><b>Predictive Analytics &amp; Big Data<\/b><\/p>\n<ul>\n<li>Predictive Analytics and Big Data<\/li>\n<li>Evolution of Predictive Analytics<\/li>\n<\/ul>\n<p><b>Process &amp; Application<\/b><\/p>\n<ul>\n<li>Applications of Predictive Analytics<\/li>\n<li>Predictive Analytics Process and Technology<\/li>\n<li>Practice: Identifying the Type of Analytics<\/li>\n<\/ul>\n<p><b>Key Statistical Concepts<\/b><\/p>\n<ul>\n<li>Importance of Statistics in Analytics<\/li>\n<li>Overview of Probability Theory<\/li>\n<li>Using Statistics in Predictive Analytics<\/li>\n<\/ul>\n<p><b>Correlation &amp; Regression<\/b><\/p>\n<ul>\n<li>Introduction<\/li>\n<li>Practice: Applying Statistical Approaches<\/li>\n<\/ul>\n<p><b>Data Collection &amp; Exploration<\/b><\/p>\n<ul>\n<li>Data Needs and Sources<\/li>\n<li>Collection of Data and Exploration<\/li>\n<\/ul>\n<p><b>Data Mining, Data Distributions, &amp; Hypothesis Testing<\/b><\/p>\n<ul>\n<li>Data Mining and Analytics<\/li>\n<li>Hypothesis Testing&nbsp;and&nbsp;Data Distributions<\/li>\n<li>Practice: Data Mining Methods<\/li>\n<\/ul>\n<p><b>Data Preprocessing<\/b><\/p>\n<ul>\n<li>Pre-processing Data<\/li>\n<\/ul>\n<p><b>Data Reduction &amp; Exploratory Data Analysis (EDA)<\/b><\/p>\n<ul>\n<li>Data Reduction with PCA and Factor Analysis<\/li>\n<li>Tools for Exploratory Data Analysis (EDA)<\/li>\n<li>Practice: Using PCA for Feature Selection<\/li>\n<\/ul>\n<p><b>A\/B Testing, Bayesian Networks, and Support Vector Machine<\/b><\/p>\n<ul>\n<li>A\/B Testing<\/li>\n<li>Na\u00efve Bayes and Bayesian Belief Networks<\/li>\n<li>Support Vector Machines<\/li>\n<li>Practice: Applying Predictive Approaches<\/li>\n<\/ul>\n<p><b>Artificial Neural Networks<\/b><\/p>\n<ul>\n<li>K-Nearest Neighbor (k-NN)<\/li>\n<li>K-Nearest Neighbor (k-NN) &amp; Artificial Neural Networks<\/li>\n<\/ul>\n<p><b>Clustering Techniques<\/b><\/p>\n<ul>\n<li>Using Clustering Techniques<\/li>\n<li>K-Means Clustering<\/li>\n<li>Hierarchical Clustering and DBSCAN<\/li>\n<\/ul>\n<p><b>Linear and Logical Regression<\/b><\/p>\n<ul>\n<li>Linear Regression<\/li>\n<li>Logistic Regression<\/li>\n<li>Practice: Linear Regression Inference<\/li>\n<\/ul>\n<p><b>Text Mining &amp; Social Network Analysis<\/b><\/p>\n<ul>\n<li>Text Mining<\/li>\n<li>Social Network and Media Analytics<\/li>\n<\/ul>\n<p><b>Time Series Modeling<\/b><\/p>\n<ul>\n<li>Introduction to Time Series<\/li>\n<li>Time Series Forecasting Models<\/li>\n<li>Practice: Time Series Modeling Concepts<\/li>\n<\/ul>\n<p><b>Machine Learning, Propensity Score, &amp; Segmentation Modeling<\/b><\/p>\n<ul>\n<li>Machine Learning<\/li>\n<li>Propensity Score and Segmentation Modeling<\/li>\n<\/ul>\n<p><b>Random Forests &amp; Uplift Models<\/b><\/p>\n<ul>\n<li>Random Forests<\/li>\n<li>Uplift Models<\/li>\n<li>Practice: Advanced Predictive Tools<\/li>\n<\/ul>\n<p><b>Model Life Cycle Management<\/b><\/p>\n<ul>\n<li>Introducing Model Life Cycle Management<\/li>\n<\/ul>\n<p><b>Model Development, Validation, &amp; Evaluation<\/b><\/p>\n<ul>\n<li>Model Building<\/li>\n<li>Validation and&nbsp;Model Considerations<\/li>\n<li>Model Evaluation<\/li>\n<li>Practice: Classification Model Performance<\/li>\n<\/ul>\n<h3><\/h3>\n<h3>Apply for Predictive Analytics Now!!<\/h3>\n<p><a href=\"https:\/\/www.vskills.in\/certification\/big-data\/predictive-analytics-certification\">https:\/\/www.vskills.in\/certification\/big-data\/predictive-analytics-certification<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Certify and Increase Opportunity. Be Govt. Certified Predictive Analytics Professional Predictive Analytics &amp; Big Data Predictive Analytics and Big Data Evolution of Predictive Analytics Process &amp; Application Applications of Predictive Analytics Predictive Analytics Process and Technology Practice: Identifying the Type of Analytics Key Statistical Concepts Importance of Statistics in Analytics Overview of Probability Theory Using&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[36,7209],"tags":[7210,7211],"class_list":["post-59264","page","type-page","status-publish","hentry","category-big-data","category-predictive-analytics","tag-predictive-analytics","tag-predictive-analytics-tutorials"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Predictive Analytics Tutorials | Vskills<\/title>\n<meta name=\"description\" content=\"In this course, you will learn predictive analytics, key tools, and their application at the intermediate to advanced level. 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