{"id":12236,"date":"2026-08-10T10:42:58","date_gmt":"2026-08-10T10:42:58","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-hands-on-calculus-with-python-for-data-science-ml-2025-6\/"},"modified":"2026-08-10T10:42:58","modified_gmt":"2026-08-10T10:42:58","slug":"udemy-hands-on-calculus-with-python-for-data-science-ml-2025-6","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-hands-on-calculus-with-python-for-data-science-ml-2025-6\/","title":{"rendered":"Udemy \u2013 Hands-On Calculus with Python for Data Science &#038; ML 2025-6"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<div class=\"presented-response-container ng-tns-c2729549742-45\" style=\"text-align: left\">\n<div class=\"response-container-content ng-tns-c2729549742-45 is-mobile\">\n<div class=\"response-content ng-tns-c2729549742-45\">\n<div id=\"model-response-message-contentr_1321924a1a1d4f20\" class=\"markdown markdown-main-panel tutor-markdown-rendering stronger enable-updated-hr-color\">\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Hands-On Calculus with Python for Data Science &amp; ML. This comprehensive course introduces fundamental calculus concepts and their practical application using the Python programming language to solve data science and machine learning problems. The course is designed to simultaneously enhance conceptual understanding and practical skills, and focuses directly on practical implementation without delving into purely abstract theories. The course\u2019s audience, including students, developers, and data science enthusiasts, starts with the basics, such as functions and limits, and gradually progresses to derivatives, integrals, and multivariable calculus. Each mathematical concept is accompanied by Python coding examples and real-world applications, so participants can gain the analytical tools necessary to model complex problems, optimize algorithms, and better understand the mathematical foundations underlying machine learning methods. This interactive, project-based approach ensures not only mastery of mathematical fundamentals but also the ability to transform this knowledge into practical and implementable solutions.<\/span><\/p>\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Core concepts of calculus: functions, limits, continuity, derivatives, integrals, optimization, and the principles of multivariable calculus are clearly explained with interactive Python examples.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Python for Mathematics: In this course, participants will master libraries such as SymPy for symbolic mathematics, NumPy for numerical calculations, and Matplotlib for visual plotting of mathematical concepts.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Solve practical problems: Using calculus, you solve real-world problems, from rates of change in physical systems to areas under curves and optimization challenges.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Fundamentals for Machine Learning: You will understand how calculus underlies machine learning algorithms (gradients, cost functions, and optimization techniques), giving you a head start on machine learning development.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Project-based learning: You build small projects like a derivative calculator, integral solver, and a simple gradient descent optimizer to solidify your understanding.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Additional functionality: You\u2019ll learn how to create and deploy an interactive web application using Shiny to showcase your Python math and computing projects, making your work accessible and impressive for presentations, portfolios, or teaching.<\/span><\/li>\n<\/ul>\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Students looking for a new, programming-based approach to calculus.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Programmers and developers who want to sharpen their math skills for machine learning or data science.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Anyone interested in learning how math and coding connect to solve real-world problems.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course Details: Hands-On Calculus with Python for Data Science &amp; ML<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/python-calculus-for-data-science-and-machine-learning\/?couponCode=MT250915G3\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor:&nbsp; <\/span><a class=\"ud-btn ud-btn-medium ud-btn-link ud-heading-sm ud-text-sm ud-instructor-links\" href=\"https:\/\/downloadlynet.ir\/tag\/dr-ron-erez\/\" data-position=\"1\"><span class=\"ud-btn-label\"><span dir=\"auto\" style=\"vertical-align: inherit\">Dr. Ron Erez<\/span><\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 3 hours and 26 minutes<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Number of lessons: 38<\/span><\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course syllabus in 2025\/8<\/span><\/h3>\n<h3 style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1007461 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Hands-On-Calculus-with-Python-for-Data-Science-ML-1.png\" alt=\"Hands-On Calculus with Python for Data Science &amp; ML\" width=\"883\" height=\"646\"><\/h3>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Prerequisites for the Hands-On Calculus with Python for Data Science &amp; ML course<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li style=\"text-align: left\">Basic Python knowledge (variables, functions, loops, lists\/arrays). You don\u2019t need to be an expert programmer.<\/li>\n<li style=\"text-align: left\">High school-level math (algebra, functions, basic graphing). No prior calculus experience is required \u2014 we\u2019ll build it step by step.<\/li>\n<li style=\"text-align: left\">Computer with internet access and ability to run Jupyter Notebook\/Google Colab (free, no installation needed).<\/li>\n<li style=\"text-align: left\">Curiosity and motivation to connect math with real-world data science and machine learning.<\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1007462 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Hands-On-Calculus-with-Python-for-Data-Science-ML.png\" alt=\"Hands-On Calculus with Python for Data Science &amp; ML\" width=\"877\" height=\"383\"><\/h3>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-176353-1\"><video class=\"wp-video-shortcode\" id=\"video-176353-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_Calculus_with_Python_for_Data_Science_And_ML_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_Calculus_with_Python_for_Data_Science_And_ML_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_Calculus_with_Python_for_Data_Science_And_ML_Downloadly.ir.mp4?nocache=1786142920604\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_Calculus_with_Python_for_Data_Science_And_ML_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div style=\"text-align: left\">\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Subtitles: None<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_Hands-On_Calculus_with_Python_for_Data_Science_And_ML_2025-6.part1_Downloadly.ir.rar?nocache=1786142920\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_Hands-On_Calculus_with_Python_for_Data_Science_And_ML_2025-6.part2_Downloadly.ir.rar?nocache=1786142920\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 122 MB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">1.1 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Hands-On Calculus with Python for Data Science &amp; ML. This comprehensive course introduces fundamental calculus concepts and their practical appl<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[101194,101195,101196,52121,101197,101198],"class_list":["post-12236","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-hands-on-calculus-with-python-for-data-science-ml","dgi_tag-download-course-hands-on-calculus-with-python-for-data-science-ml","dgi_tag-download-hands-on-calculus-with-python-for-data-science-ml","dgi_tag-dr-ron-erez","dgi_tag-free-download-hands-on-calculus-with-python-for-data-science-ml","dgi_tag-free-hands-on-calculus-with-python-for-data-science-ml"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12236","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12236\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12236"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12236"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12236"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}