{"id":8229,"date":"2024-05-24T08:41:36","date_gmt":"2024-05-24T07:41:36","guid":{"rendered":"https:\/\/amkcorp.in\/?page_id=8229"},"modified":"2024-09-05T05:00:55","modified_gmt":"2024-09-05T04:00:55","slug":"data-science-with-python","status":"publish","type":"page","link":"https:\/\/amkcorp.in\/index.php\/books\/data-science-with-python\/","title":{"rendered":"DATA SCIENCE WITH PYTHON"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"8229\" class=\"elementor elementor-8229\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3063b0e1 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"3063b0e1\" 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-50 elementor-top-column elementor-element elementor-element-558a6fb3\" data-id=\"558a6fb3\" 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-122a623f elementor-widget elementor-widget-image\" data-id=\"122a623f\" 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=\"960\" height=\"480\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2023\/05\/AMKCORP-ACADEMICS-LOGO-PNG-1024x512.png\" class=\"attachment-large size-large wp-image-7165\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2023\/05\/AMKCORP-ACADEMICS-LOGO-PNG-1024x512.png 1024w, https:\/\/amkcorp.in\/wp-content\/uploads\/2023\/05\/AMKCORP-ACADEMICS-LOGO-PNG-300x150.png 300w, https:\/\/amkcorp.in\/wp-content\/uploads\/2023\/05\/AMKCORP-ACADEMICS-LOGO-PNG-768x384.png 768w, https:\/\/amkcorp.in\/wp-content\/uploads\/2023\/05\/AMKCORP-ACADEMICS-LOGO-PNG.png 1250w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5db441b3\" data-id=\"5db441b3\" 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-29e5a3c5 wpr-main-menu-align--laptopleft wpr-main-menu-align--tabletleft wpr-main-menu-align--mobileleft wpr-pointer-underline wpr-pointer-line-fx wpr-pointer-fx-fade wpr-sub-icon-caret-down wpr-sub-menu-fx-fade wpr-nav-menu-bp-mobile wpr-mobile-menu-full-width wpr-mobile-menu-item-align-center wpr-mobile-toggle-v1 wpr-sub-divider-yes wpr-mobile-divider-yes elementor-widget elementor-widget-wpr-nav-menu\" data-id=\"29e5a3c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;menu_layout&quot;:&quot;horizontal&quot;}\" data-widget_type=\"wpr-nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<nav class=\"wpr-nav-menu-container wpr-nav-menu-horizontal\" data-trigger=\"hover\" data-consider-header=\"\" data-scroll-speed=\"500\"><ul id=\"menu-1-29e5a3c5\" class=\"wpr-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9032\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/\" class=\"wpr-menu-item wpr-pointer-item\">BOOKS<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-5358\"><a aria-haspopup=\"true\" aria-expanded=\"false\" href=\"https:\/\/amkcorp.in\/index.php\/books\/chapters\/\" class=\"wpr-menu-item wpr-pointer-item\">CHAPTERS<i class=\"wpr-sub-icon fas\" aria-hidden=\"true\"><\/i><\/a>\n<ul class=\"sub-menu wpr-sub-menu\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5374\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/call-for-chapters\/\" class=\"wpr-sub-menu-item\">CALL FOR CHAPTERS<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11347\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/upcoming-titles-academics\/\" class=\"wpr-sub-menu-item\">UPCOMING TITLES (ACADEMICS)<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-5363\"><a aria-haspopup=\"true\" aria-expanded=\"false\" href=\"https:\/\/amkcorp.in\/index.php\/books\/for-editors\/\" class=\"wpr-menu-item wpr-pointer-item\">FOR EDITORS<i class=\"wpr-sub-icon fas\" aria-hidden=\"true\"><\/i><\/a>\n<ul class=\"sub-menu wpr-sub-menu\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5113\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/propose-book\/\" class=\"wpr-sub-menu-item\">PROPOSE A BOOK<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4804\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/pricing\/\" class=\"wpr-menu-item wpr-pointer-item\">PRICING<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4129\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/submit-book-chapter\/\" class=\"wpr-menu-item wpr-pointer-item\">SUBMIT BOOK\/CHAPTER<\/a><\/li>\n<\/ul><\/nav><nav class=\"wpr-mobile-nav-menu-container\"><div class=\"wpr-mobile-toggle-wrap\"><div class=\"wpr-mobile-toggle\"><span class=\"wpr-mobile-toggle-line\"><\/span><span class=\"wpr-mobile-toggle-line\"><\/span><span class=\"wpr-mobile-toggle-line\"><\/span><\/div><\/div><ul id=\"mobile-menu-2-29e5a3c5\" class=\"wpr-mobile-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-9032\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/\" class=\"wpr-mobile-menu-item\">BOOKS<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-5358\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/chapters\/\" class=\"wpr-mobile-menu-item\">CHAPTERS<\/a>\n<ul class=\"sub-menu wpr-sub-menu\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5374\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/call-for-chapters\/\" class=\"wpr-mobile-sub-menu-item\">CALL FOR CHAPTERS<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11347\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/upcoming-titles-academics\/\" class=\"wpr-mobile-sub-menu-item\">UPCOMING TITLES (ACADEMICS)<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-5363\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/for-editors\/\" class=\"wpr-mobile-menu-item\">FOR EDITORS<\/a>\n<ul class=\"sub-menu wpr-sub-menu\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-5113\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/propose-book\/\" class=\"wpr-mobile-sub-menu-item\">PROPOSE A BOOK<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4804\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/pricing\/\" class=\"wpr-mobile-menu-item\">PRICING<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-4129\"><a href=\"https:\/\/amkcorp.in\/index.php\/books\/submit-book-chapter\/\" class=\"wpr-mobile-menu-item\">SUBMIT BOOK\/CHAPTER<\/a><\/li>\n<\/ul><\/nav>\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-694f5fd4 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"694f5fd4\" 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-100 elementor-top-column elementor-element elementor-element-25a5e946\" data-id=\"25a5e946\" 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-63ceaa37 elementor-widget elementor-widget-spacer\" data-id=\"63ceaa37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5aa12442 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"5aa12442\" 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-fb44e05\" data-id=\"fb44e05\" 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-b75b772 elementor-widget-laptop__width-initial elementor-widget elementor-widget-image\" data-id=\"b75b772\" 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 decoding=\"async\" width=\"2560\" height=\"1700\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-scaled.webp\" class=\"attachment-full size-full wp-image-8491\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-scaled.webp 2560w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-300x199.webp 300w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-1024x680.webp 1024w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-768x510.webp 768w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-1536x1020.webp 1536w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/Cover-dswp-12x18-1-2048x1360.webp 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-c155a93 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"c155a93\" 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-14 elementor-inner-column elementor-element elementor-element-4e68dedc\" data-id=\"4e68dedc\" 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-426974bd elementor-widget elementor-widget-image\" data-id=\"426974bd\" 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 decoding=\"async\" width=\"226\" height=\"100\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/WhatsApp-Image-2024-06-13-at-12.24.35_3ae38287.jpg\" class=\"attachment-large size-large wp-image-8656\" alt=\"\" \/>\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<div class=\"elementor-column elementor-col-14 elementor-inner-column elementor-element elementor-element-e539fb5\" data-id=\"e539fb5\" 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-233e8b2d elementor-widget elementor-widget-image\" data-id=\"233e8b2d\" 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 loading=\"lazy\" decoding=\"async\" width=\"226\" height=\"100\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/06\/WhatsApp-Image-2024-06-13-at-12.24.35_7f56650a.jpg\" class=\"attachment-large size-large wp-image-8657\" alt=\"\" \/>\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<div class=\"elementor-column elementor-col-14 elementor-inner-column elementor-element elementor-element-7ed2bc65\" data-id=\"7ed2bc65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-14 elementor-inner-column elementor-element elementor-element-321dc656\" data-id=\"321dc656\" 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-68b5a6a5 elementor-widget elementor-widget-heading\" data-id=\"68b5a6a5\" 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\">\u20b9 799.00<\/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<div class=\"elementor-column elementor-col-14 elementor-inner-column elementor-element elementor-element-20f26e48\" data-id=\"20f26e48\" 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-3a31cbf elementor-widget elementor-widget-heading\" data-id=\"3a31cbf\" 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\">$ 45.00<\/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<div class=\"elementor-column elementor-col-14 elementor-inner-column elementor-element elementor-element-45e887ed\" data-id=\"45e887ed\" 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-58c2f02b elementor-widget-laptop__width-initial elementor-widget elementor-widget-heading\" data-id=\"58c2f02b\" 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\">ORDER PRINT<\/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<div class=\"elementor-column elementor-col-14 elementor-inner-column elementor-element elementor-element-a7d621b\" data-id=\"a7d621b\" 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-43cad769 elementor-widget-laptop__width-initial elementor-widget elementor-widget-heading\" data-id=\"43cad769\" 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\">ORDER EBOOK<\/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-inner-section elementor-element elementor-element-22e49946 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"22e49946\" 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-16 elementor-inner-column elementor-element elementor-element-195576db\" data-id=\"195576db\" 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-3fed46f0 elementor-widget elementor-widget-image\" data-id=\"3fed46f0\" 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\t<a href=\"https:\/\/search.crossref.org\/search\/works?q=10.61909%2FAMKEDTB052422&#038;from_ui=yes\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"166\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/01\/Crossref.png\" class=\"attachment-large size-large wp-image-6693\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-24cab4c0\" data-id=\"24cab4c0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-ab57ba1\" data-id=\"ab57ba1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-b97754e\" data-id=\"b97754e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-22939459\" data-id=\"22939459\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-66bf711\" data-id=\"66bf711\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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\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-10642549\" data-id=\"10642549\" 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-3bfc6f0f elementor-widget elementor-widget-heading\" data-id=\"3bfc6f0f\" 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<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55a4b678 elementor-widget elementor-widget-heading\" data-id=\"55a4b678\" 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\">AUTHOR(S) - <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bce5fca elementor-widget-laptop__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"5bce5fca\" 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>PUSHPA RAIKWAR DIWAN, SEJUTI SARKER TINNY, LEELADHAR GUDALA, ASHOK KUMAR PAMIDI VENKATA<\/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-45ef7369 elementor-widget-laptop__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"45ef7369\" 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>DOI &#8211; 10.61909\/AMKEDTB052422<\/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-10b0f3d9 elementor-widget elementor-widget-text-editor\" data-id=\"10b0f3d9\" 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>Genre\/Subject &#8211; Computer Science, Data Science, Python<\/p><p>Book code &#8211; AMKEDTB052422\u00a0 \u00a0 pgs: 231<\/p><p>ISBN(E) -978-81-973793-6-9<\/p><p>ISBN(P) &#8211; 978-81-973793-9-0<\/p><p>Published &#8211; 24\/05\/2024<\/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=\"elementor-section elementor-top-section elementor-element elementor-element-3f966bc elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"3f966bc\" 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-100 elementor-top-column elementor-element elementor-element-7bb782c\" data-id=\"7bb782c\" 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-1a2d18b elementor-widget elementor-widget-heading\" data-id=\"1a2d18b\" 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\">AUTHOR(S)<\/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-60717f24 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"60717f24\" 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-33 elementor-top-column elementor-element elementor-element-5c1706ca\" data-id=\"5c1706ca\" 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-33f26833 elementor-widget elementor-widget-image\" data-id=\"33f26833\" 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 loading=\"lazy\" decoding=\"async\" width=\"257\" height=\"300\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/02\/Pushpa-Raikwar-Diwan.jpeg-257x300.jpg\" class=\"attachment-medium size-medium wp-image-7340\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/02\/Pushpa-Raikwar-Diwan.jpeg-257x300.jpg 257w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/02\/Pushpa-Raikwar-Diwan.jpeg.jpg 405w\" sizes=\"(max-width: 257px) 100vw, 257px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-1e4f2a99\" data-id=\"1e4f2a99\" 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-1eef9b7b elementor-widget elementor-widget-heading\" data-id=\"1eef9b7b\" 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\">Ms. PUSHPA RAIKWAR DIWAN<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28b30b58 elementor-widget elementor-widget-text-editor\" data-id=\"28b30b58\" 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><strong>I am Pushpa Raikwar Diwan, a dedicated professional with a diverse background in teaching, I bring a wealth of experience in academic operations, procurement, finance, and training. Currently pursuing a Ph.D. in Computer Science and Engineering. I hold an M.Tech in (CSE) and a B.E. in (IT). Alongside my professional achievements, committed to continuous learning and growth, I am an adaptive and reliable professional.<\/strong><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-64fcf13 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"64fcf13\" 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-33 elementor-top-column elementor-element elementor-element-0e9e880\" data-id=\"0e9e880\" 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-7509ca3 elementor-widget-laptop__width-initial elementor-widget elementor-widget-image\" data-id=\"7509ca3\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"292\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Steefin-lili.jpeg-300x292.jpg\" class=\"attachment-medium size-medium wp-image-8101\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Steefin-lili.jpeg-300x292.jpg 300w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Steefin-lili.jpeg-768x748.jpg 768w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Steefin-lili.jpeg.jpg 1000w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-61bb7c3\" data-id=\"61bb7c3\" 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-735444c elementor-widget elementor-widget-heading\" data-id=\"735444c\" 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\">Ms. SEJUTI SARKER TINNY<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-232f266 elementor-widget elementor-widget-text-editor\" data-id=\"232f266\" 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><strong>Ms. Sejuti Sarker Tinny is a high school graduate student with an insatiable curiosity for the world of Data Science. Despite her young age, she has already delved deep into the realms of statistics, programming and machine learning,\u00a0 fueled by a passion for unravelling the mysteries hidden within vast datasets. Tinny&#8217;s journey into data science began with a simple fascination for numbers, which quickly evolved into a fervent desire to understand the stories they tell. With a keen eye for detail\u00a0 and a knack for problem solving , she has embarked on numerous data analysis projects,\u00a0 exploring diverse topics ranging from environmental trends to socioeconomic patterns.\u00a0 Tinny&#8217;s writing reflects her dedication to demystifying complex concepts and making them accessible to readers of all backgrounds. Through her contributions to this book, she hopes to inspire fellow students to embark on their adventures in the captivating world of data science.<\/strong><\/p><p><a href=\"https:\/\/orcid.org\/0009-0003-0834-5302\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/orcid.org\/0009-0003-0834-5302<\/strong><\/a><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-ecb7413 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"ecb7413\" 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-33 elementor-top-column elementor-element elementor-element-2bb942a0\" data-id=\"2bb942a0\" 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-14441b28 elementor-widget elementor-widget-image\" data-id=\"14441b28\" 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 loading=\"lazy\" decoding=\"async\" width=\"256\" height=\"300\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Leeladhar-256x300.jpg\" class=\"attachment-medium size-medium wp-image-8258\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Leeladhar-256x300.jpg 256w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Leeladhar-874x1024.jpg 874w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Leeladhar-768x900.jpg 768w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Leeladhar-1311x1536.jpg 1311w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Leeladhar.jpg 1567w\" sizes=\"(max-width: 256px) 100vw, 256px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-326485c\" data-id=\"326485c\" 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-153fecce elementor-widget elementor-widget-heading\" data-id=\"153fecce\" 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\">Mr. LEELADHAR GUDALA<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37a931d1 elementor-widget elementor-widget-text-editor\" data-id=\"37a931d1\" 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><strong>Mr. Leeladhar Gudala is an AI enthusiast with a deep passion for cutting-edge technologies. With over a decade of experience in the field of artificial intelligence and automation, Leeladhar has become a leading authority in cloud-based AI solutions, project management, and infrastructure development. His innovative spirit and commitment to excellence inspire others to embrace the power of technology to shape a better future.<\/strong><\/p><p><a href=\"https:\/\/orcid.org\/0009-0001-7787-9020\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/orcid.org\/0009-0001-7787-9020<\/strong><\/a><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-9ab100b elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"9ab100b\" 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-33 elementor-top-column elementor-element elementor-element-a128f9b\" data-id=\"a128f9b\" 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-41e580f elementor-widget elementor-widget-image\" data-id=\"41e580f\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Ashok-Pamidi-300x300.jpg\" class=\"attachment-medium size-medium wp-image-8257\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Ashok-Pamidi-300x300.jpg 300w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Ashok-Pamidi-150x150.jpg 150w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Mr.-Ashok-Pamidi.jpg 600w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-548c736\" data-id=\"548c736\" 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-2855a67 elementor-widget elementor-widget-heading\" data-id=\"2855a67\" 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\">Mr. ASHOK KUMAR PAMIDI VENKATA<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa3827a elementor-widget elementor-widget-text-editor\" data-id=\"aa3827a\" 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><strong>Full name: Ashok Kumar Pamidi venkata<\/strong><br \/><strong>Institution: University of the Cumberlands<\/strong><br \/><strong>Department: Information Technology<\/strong><\/p><p><a href=\"https:\/\/orcid.org\/0009-0000-0212-8532\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/orcid.org\/0009-0000-0212-8532<\/strong><\/a><\/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=\"elementor-section elementor-top-section elementor-element elementor-element-13dbbdd0 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"13dbbdd0\" 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-100 elementor-top-column elementor-element elementor-element-4275aa6d\" data-id=\"4275aa6d\" 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-5213b13a elementor-widget elementor-widget-heading\" data-id=\"5213b13a\" 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 BOOK \/ ABSTRACT<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af30e66 elementor-widget elementor-widget-text-editor\" data-id=\"af30e66\" 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>&#8220;DATA SCIENCE WITH PYTHON: BUILDING PREDICTIVE MODELS FOR BUSINESS INSIGHTS&#8221; offers a comprehensive exploration of data science principles and their practical implementation using Python. The book begins with a foundational understanding in Chapter 1, elucidating the significance of data science and Python&#8217;s role within it, while also guiding readers through setting up their Python environment and familiarizing them with essential concepts like data types, structures, and visualization.<\/p><p>Moving forward, Chapter 2 delves into the crucial aspect of data preprocessing and cleaning, addressing issues such as missing data, outliers, and categorical data, and introducing various techniques for data transformation and feature engineering.<\/p><p>Chapters 3 and 4 transition into the realms of supervised and unsupervised learning, respectively. The former elucidates various algorithms including linear and logistic regression, decision trees, support vector machines, and ensemble methods, while the latter explores unsupervised techniques such as clustering, dimensionality reduction, and anomaly detection, along with corresponding evaluation metrics.<\/p><p>Feature selection and dimensionality reduction take center stage in Chapter 5, elucidating methods to enhance model efficiency and interpretability. Chapter 6 shifts focus to model evaluation and hyperparameter tuning, emphasizing the importance of robust evaluation strategies and optimization techniques to mitigate overfitting and achieve optimal model performance.<\/p><p>The subsequent chapters expand the horizon of data science applications, covering time series analysis and forecasting in Chapter 7, text mining and natural language processing in Chapter 8, deep learning in Chapter 9, and ensemble learning techniques in Chapter 10. Each chapter not only introduces key concepts but also provides practical insights and methodologies for implementation.<\/p><p>Chapter 11 navigates through the intricacies of model deployment and productionization, addressing considerations such as web services, containerization, scalability, and model interpretability. Ethical and regulatory aspects of data science are explored in Chapter 12, emphasizing the importance of responsible AI practices, transparency, and adherence to privacy regulations.<\/p><p>Real-world applications and case studies are elucidated in Chapter 13, showcasing the diverse applications of data science across industries such as manufacturing, retail, finance, healthcare, and transportation. Lastly, Chapter 14 outlines future trends and challenges in the field, emphasizing the ongoing evolution of technology, societal implications, and the imperative for continuous learning and talent development in data science.<\/p><p>In essence, &#8220;DATA SCIENCE WITH PYTHON: BUILDING PREDICTIVE MODELS FOR BUSINESS INSIGHTS&#8221; serves as a comprehensive guide for both beginners and seasoned practitioners, equipping them with the knowledge and tools necessary to harness the power of data science for actionable insights and informed decision-making in various domains.<\/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=\"elementor-section elementor-top-section elementor-element elementor-element-72c42f50 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"72c42f50\" 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-100 elementor-top-column elementor-element elementor-element-4cfcc115\" data-id=\"4cfcc115\" 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-7174e489 elementor-widget elementor-widget-heading\" data-id=\"7174e489\" 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\">EDITORS<\/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-75ea6a9b elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"75ea6a9b\" 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-33 elementor-top-column elementor-element elementor-element-6d493cc6\" data-id=\"6d493cc6\" 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-7e6f09e9 elementor-widget elementor-widget-image\" data-id=\"7e6f09e9\" 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 loading=\"lazy\" decoding=\"async\" width=\"242\" height=\"300\" src=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Dr.-Anirban-Mandal.jpeg-242x300.jpg\" class=\"attachment-medium size-medium wp-image-8094\" alt=\"\" srcset=\"https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Dr.-Anirban-Mandal.jpeg-242x300.jpg 242w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Dr.-Anirban-Mandal.jpeg-825x1024.jpg 825w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Dr.-Anirban-Mandal.jpeg-768x953.jpg 768w, https:\/\/amkcorp.in\/wp-content\/uploads\/2024\/05\/Dr.-Anirban-Mandal.jpeg.jpg 1066w\" sizes=\"(max-width: 242px) 100vw, 242px\" \/>\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<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-6ecd88f\" data-id=\"6ecd88f\" 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-48a01bf3 elementor-widget elementor-widget-heading\" data-id=\"48a01bf3\" 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\">Dr. ANIRBAN MANDAL <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a8d48c1 elementor-widget elementor-widget-text-editor\" data-id=\"4a8d48c1\" 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><strong>Dr. Anirban Mandal<\/strong> obtained his B.Sc Honours (Physics) from University of Calcutta in 1999. After that from Institute of Radiophysics and Electronics (CU) he completed B.Tech and M.Tech in the year 2002 and 2004 respectively. He has been awarded Ph.D (Engg) from Jadavpur University. He is currently working as an Associate Professor and Head in the Department of Electronics and Communications Engineering, Future Institute of Engineering and Management, Sonarpur, Kolkata. During his 20 years of academic journey he has published more than 15 research articles and 2 patents on antenna and IOT based designs. Now he is working on Data Science and AL &amp; ML with many contributions in national level projects.<\/p><p>\u00a0<a href=\"https:\/\/orcid.org\/0009-0003-5890-2955\">https:\/\/orcid.org\/0009-0003-5890-2955<\/a><\/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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>BOOKS CHAPTERS CALL FOR CHAPTERS FOR EDITORS PROPOSE A BOOK PRICING SUBMIT BOOK\/CHAPTER BOOKS CHAPTERS CALL FOR CHAPTERS FOR EDITORS PROPOSE A BOOK PRICING SUBMIT BOOK\/CHAPTER \u20b9 799.00 $ 45.00 ORDER PRINT ORDER EBOOK DATA SCIENCE WITH PYTHON AUTHOR(S) &#8211; PUSHPA RAIKWAR DIWAN, SEJUTI SARKER TINNY, LEELADHAR GUDALA, ASHOK KUMAR PAMIDI VENKATA DOI &#8211; 10.61909\/AMKEDTB052422 Genre\/Subject &#8211; Computer Science, Data Science, Python Book code &#8211; AMKEDTB052422\u00a0 \u00a0 pgs: 231 ISBN(E) -978-81-973793-6-9 ISBN(P) &#8211; 978-81-973793-9-0 Published &#8211; 24\/05\/2024 AUTHOR(S) Ms. PUSHPA RAIKWAR DIWAN I am Pushpa Raikwar Diwan, a dedicated professional with a diverse background in teaching, I bring a wealth of experience in academic operations, procurement, finance, and training. Currently pursuing a Ph.D. in Computer Science and Engineering. I hold an M.Tech in (CSE) and a B.E. in (IT). Alongside my professional achievements, committed to continuous learning and growth, I am an adaptive and reliable professional. Ms. SEJUTI SARKER TINNY Ms. Sejuti Sarker Tinny is a high school graduate student with an insatiable curiosity for the world of Data Science. Despite her young age, she has already delved deep into the realms of statistics, programming and machine learning,\u00a0 fueled by a passion for unravelling the mysteries hidden within vast datasets. Tinny&#8217;s journey into data science began with a simple fascination for numbers, which quickly evolved into a fervent desire to understand the stories they tell. With a keen eye for detail\u00a0 and a knack for problem solving , she has embarked on numerous data analysis projects,\u00a0 exploring diverse topics ranging from environmental trends to socioeconomic patterns.\u00a0 Tinny&#8217;s writing reflects her dedication to demystifying complex concepts and making them accessible to readers of all backgrounds. Through her contributions to this book, she hopes to inspire fellow students to embark on their adventures in the captivating world of data science. https:\/\/orcid.org\/0009-0003-0834-5302 Mr. LEELADHAR GUDALA Mr. Leeladhar Gudala is an AI enthusiast with a deep passion for cutting-edge technologies. With over a decade of experience in the field of artificial intelligence and automation, Leeladhar has become a leading authority in cloud-based AI solutions, project management, and infrastructure development. His innovative spirit and commitment to excellence inspire others to embrace the power of technology to shape a better future. https:\/\/orcid.org\/0009-0001-7787-9020 Mr. ASHOK KUMAR PAMIDI VENKATA Full name: Ashok Kumar Pamidi venkataInstitution: University of the CumberlandsDepartment: Information Technology https:\/\/orcid.org\/0009-0000-0212-8532 ABOUT BOOK \/ ABSTRACT &#8220;DATA SCIENCE WITH PYTHON: BUILDING PREDICTIVE MODELS FOR BUSINESS INSIGHTS&#8221; offers a comprehensive exploration of data science principles and their practical implementation using Python. The book begins with a foundational understanding in Chapter 1, elucidating the significance of data science and Python&#8217;s role within it, while also guiding readers through setting up their Python environment and familiarizing them with essential concepts like data types, structures, and visualization. Moving forward, Chapter 2 delves into the crucial aspect of data preprocessing and cleaning, addressing issues such as missing data, outliers, and categorical data, and introducing various techniques for data transformation and feature engineering. Chapters 3 and 4 transition into the realms of supervised and unsupervised learning, respectively. The former elucidates various algorithms including linear and logistic regression, decision trees, support vector machines, and ensemble methods, while the latter explores unsupervised techniques such as clustering, dimensionality reduction, and anomaly detection, along with corresponding evaluation metrics. Feature selection and dimensionality reduction take center stage in Chapter 5, elucidating methods to enhance model efficiency and interpretability. Chapter 6 shifts focus to model evaluation and hyperparameter tuning, emphasizing the importance of robust evaluation strategies and optimization techniques to mitigate overfitting and achieve optimal model performance. The subsequent chapters expand the horizon of data science applications, covering time series analysis and forecasting in Chapter 7, text mining and natural language processing in Chapter 8, deep learning in Chapter 9, and ensemble learning techniques in Chapter 10. Each chapter not only introduces key concepts but also provides practical insights and methodologies for implementation. Chapter 11 navigates through the intricacies of model deployment and productionization, addressing considerations such as web services, containerization, scalability, and model interpretability. Ethical and regulatory aspects of data science are explored in Chapter 12, emphasizing the importance of responsible AI practices, transparency, and adherence to privacy regulations. Real-world applications and case studies are elucidated in Chapter 13, showcasing the diverse applications of data science across industries such as manufacturing, retail, finance, healthcare, and transportation. Lastly, Chapter 14 outlines future trends and challenges in the field, emphasizing the ongoing evolution of technology, societal implications, and the imperative for continuous learning and talent development in data science. In essence, &#8220;DATA SCIENCE WITH PYTHON: BUILDING PREDICTIVE MODELS FOR BUSINESS INSIGHTS&#8221; serves as a comprehensive guide for both beginners and seasoned practitioners, equipping them with the knowledge and tools necessary to harness the power of data science for actionable insights and informed decision-making in various domains. EDITORS Dr. ANIRBAN MANDAL Dr. Anirban Mandal obtained his B.Sc Honours (Physics) from University of Calcutta in 1999. After that from Institute of Radiophysics and Electronics (CU) he completed B.Tech and M.Tech in the year 2002 and 2004 respectively. He has been awarded Ph.D (Engg) from Jadavpur University. He is currently working as an Associate Professor and Head in the Department of Electronics and Communications Engineering, Future Institute of Engineering and Management, Sonarpur, Kolkata. During his 20 years of academic journey he has published more than 15 research articles and 2 patents on antenna and IOT based designs. Now he is working on Data Science and AL &amp; ML with many contributions in national level projects. \u00a0https:\/\/orcid.org\/0009-0003-5890-2955<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":1681,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_joinchat":[],"footnotes":""},"class_list":["post-8229","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/pages\/8229","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/comments?post=8229"}],"version-history":[{"count":79,"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/pages\/8229\/revisions"}],"predecessor-version":[{"id":10577,"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/pages\/8229\/revisions\/10577"}],"up":[{"embeddable":true,"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/pages\/1681"}],"wp:attachment":[{"href":"https:\/\/amkcorp.in\/index.php\/wp-json\/wp\/v2\/media?parent=8229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}