{"id":1242,"date":"2021-10-30T17:29:56","date_gmt":"2021-10-30T11:59:56","guid":{"rendered":"https:\/\/www.symbizsolutions.com\/academy\/?page_id=1242"},"modified":"2022-03-17T13:24:46","modified_gmt":"2022-03-17T07:54:46","slug":"data-science-with-python","status":"publish","type":"page","link":"https:\/\/symbizsolutions.com\/academy\/data-science-with-python\/","title":{"rendered":"Data Science with Python"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1242\" class=\"elementor elementor-1242\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3edfeff3 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"3edfeff3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2f1da90f\" data-id=\"2f1da90f\" 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-446993b0 elementor-widget elementor-widget-heading\" data-id=\"446993b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DATA SCIENCE WITH PYTHON PROGRAMMING<\/h2>\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=\"elementor-section elementor-top-section elementor-element elementor-element-5c3de602 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5c3de602\" 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=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-168b496b\" data-id=\"168b496b\" 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-3d7a5ca2 elementor-widget elementor-widget-heading\" data-id=\"3d7a5ca2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">About the Course<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58663df8 elementor-widget elementor-widget-text-editor\" data-id=\"58663df8\" 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>In this course you will learn basics of the python programming<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d68658 elementor-widget elementor-widget-heading\" data-id=\"2d68658\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Duration: 40 hours<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-176bc667 elementor-widget elementor-widget-heading\" data-id=\"176bc667\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mode: Classroom or Online Session<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23babdf3 elementor-tabs-view-horizontal elementor-widget elementor-widget-tabs\" data-id=\"23babdf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-tabs\">\n\t\t\t<div class=\"elementor-tabs-wrapper\" role=\"tablist\" >\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-5991\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-5991\" aria-expanded=\"false\">Outline<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-5992\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5992\" aria-expanded=\"false\">Who can Join<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-5993\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5993\" aria-expanded=\"false\">Course Outcome<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-5994\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5994\" aria-expanded=\"false\">Instructor<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"elementor-tabs-content-wrapper\" role=\"tablist\" aria-orientation=\"vertical\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-5991\" aria-expanded=\"false\">Outline<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5991\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-5991\" tabindex=\"0\" hidden=\"false\"><ul><li>Introduction<\/li><li>Conditional Statement<\/li><li>Lopping<\/li><li>Control Statement<\/li><li>String Manipulation<\/li><li>List<\/li><li>Tuple<\/li><li>Dictionaries<\/li><li>Functions<\/li><li>Modules<\/li><li>Input\/Output<\/li><li>Exception Handling<\/li><\/ul><p><strong>Content of Data Science<\/strong><\/p><ul><li>Introduction<\/li><li>Numphy<\/li><li>Panda<\/li><li>Mathplotlib<\/li><li>Random Numbers<\/li><li>Normal distribution<\/li><li>Binomialrandom Numbers<\/li><\/ul><p><strong>Descriptive Statistics:<\/strong><\/p><ul><li>Mean, Mode, Median<\/li><li>Variance, Range<\/li><\/ul><p><strong>Pandas Library and Operations:<\/strong><\/p><ul><li>Introduction to Pandas.<\/li><li>Series<\/li><\/ul><p><strong>Group by<\/strong><\/p><ul><li>Data Frames<\/li><li>Merging, Joining, and<\/li><li>Concatenating<\/li><li>Missing Data<\/li><li>Operations<\/li><li>Pandas Exercises<\/li><\/ul><p><strong>Potting Using Pandas and Interpretation<\/strong><\/p><ul><li>plot.barh<\/li><li>pot.area<\/li><li>plot.density<\/li><li>plot.hist<\/li><li>plot.line<\/li><li>plot.scatter<\/li><li>plot.bar<\/li><li>plot.box<\/li><\/ul><p><strong>Descriptive Statistics (Theory, Examples and Code)<\/strong><\/p><ul><li>Statistics Concepts<\/li><li>Random variable<\/li><li>Mean, Mode, Median,<\/li><li>Quartiles, Percentile<\/li><\/ul><p><strong>Probability Distribution (Theory, Examples)<\/strong><\/p><ul><li>Binomial distribution<\/li><li>Poisson distribution<\/li><li>Normal distribution<\/li><\/ul><p><strong>Correlation: (Theory, Examples and Code)<\/strong><\/p><ul><li>Positive correlation<\/li><li>Negative correlation<\/li><li>Perfect and No correlation<\/li><\/ul><p><strong>Theory (Theory ,Example, Code)<\/strong><\/p><ul><li>Intersection<\/li><li>Union<\/li><li>Difference<\/li><li>Disjoint<\/li><\/ul><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5992\" aria-expanded=\"false\">Who can Join<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5992\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-5992\" tabindex=\"0\" hidden=\"hidden\"><ul><li>This course should be taken before any of the other Applied Data Science with Python courses: Applied Plotting, Charting &amp; Data Representation in Python, Applied Machine Learning in Python, Applied Text Mining in Python, Applied Social Network Analysis in Python.<\/li><\/ul><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5993\" aria-expanded=\"false\">Course Outcome<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5993\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-5993\" tabindex=\"0\" hidden=\"hidden\">By the end of this course, students will be able to\n<ul>\n \t<li>Take tabular data, clean it, manipulate it, and run basic inferential statistical analyses.<\/li>\n \t<li>Understand techniques such as lambdas and manipulating csv files<\/li>\n \t<li>Describe common Python functionality and features used for data science<\/li>\n \t<li>Query DataFrame structures for cleaning and processing<\/li>\n \t<li>Explain distributions, sampling, and t-tests<\/li>\n<\/ul><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5994\" aria-expanded=\"false\">Instructor<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5994\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-5994\" tabindex=\"0\" hidden=\"hidden\"><p><strong>Ganesh Kannan<\/strong>&nbsp;has more than 15 years of IT experience in Software testing, test Consulting, Project and Change management. He has worked for Investment Banks like Barclays Capital and IT services firm like Zensar Technologies. He has managed the testing tools and process function for a top tier investment bank and have managed large off-shore testing teams. He possess extensive project management and consulting experience in delivering IT applications and spearheads the classroom Fundamentals of software testing in Singapore.<\/p><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-38cb4a85\" data-id=\"38cb4a85\" 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-3aabfef5 elementor-widget elementor-widget-heading\" data-id=\"3aabfef5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Course<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b0a12cd elementor-widget elementor-widget-text-editor\" data-id=\"3b0a12cd\" 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><a href=\"https:\/\/www.symbizsolutions.com\/academy\/tableau-desktop-developer\/\" style=\"text-decoration: none;\">Tableau Desktop Developer<\/a><\/li>\n \t<li><a href=\"https:\/\/www.symbizsolutions.com\/academy\/analysing-and-visualizing-data-with-power-bi\/\" style=\"text-decoration: none;\">Analysing and Visualizing Data with Power BI<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ba439ec elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"2ba439ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md elementor-animation-shrink\" href=\"https:\/\/www.symbizsolutions.com\/academy\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">jOIN now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>DATA SCIENCE WITH PYTHON PROGRAMMING About the Course In this course you will learn basics of the python programming Duration: 40 hours Mode: Classroom or Online Session Outline Who can Join Course Outcome Instructor Outline Introduction Conditional Statement Lopping Control Statement String Manipulation List Tuple Dictionaries Functions Modules Input\/Output Exception Handling Content of Data Science [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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