{"id":89709,"date":"2023-03-04T10:47:00","date_gmt":"2023-03-04T05:17:00","guid":{"rendered":"https:\/\/www.mygreatlearning.com\/blog\/prediction-student-marks-using-linear-regression-techniques\/"},"modified":"2024-08-16T00:38:56","modified_gmt":"2024-08-15T19:08:56","slug":"prediction-student-marks-using-linear-regression-techniques","status":"publish","type":"post","link":"https:\/\/www.mygreatlearning.com\/blog\/prediction-student-marks-using-linear-regression-techniques\/","title":{"rendered":"<strong>Prediction Student Marks Using Linear Regression Techniques<\/strong>"},"content":{"rendered":"<figure class=\"wp-block-image aligncenter size-large is-resized zoomable\" data-full=\"https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10.jpg\"><img decoding=\"async\" src=\"https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10-1024x717.jpg\" alt=\"\" class=\"wp-image-89710\" width=\"800\" height=\"560\" srcset=\"https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10-1024x717.jpg 1024w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10-300x210.jpg 300w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10-768x538.jpg 768w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10-150x105.jpg 150w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2023\/04\/PGP-AIML-success-story-blog-banner-Sep-2021.pptx-10.jpg 1332w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>I\u2019m Deepak, a mechanical engineering graduate. Currently, I\u2019m working in an automobile dealership where I am responsible for stock management and billing, preparing reports, etc. Because of this job, my interest got aligned with data, managing it and organizing it in the best way. I started using MS excel and started searching for different tools to do my work much more efficiently.&nbsp;<\/p>\n\n\n\n<p>Before joining PGPDSBA I was working and preparing for exams but due to the pandemic, I left that job and started learning data science on my own. I was always inclined to learn data science owing to my interest towards computers and learning new technologies. During my earlier internship, I worked on a problem statement that involved predicting the percentage of marks that a student is expected to score based on the number of hours they studied.&nbsp;<\/p>\n\n\n\n<p>This is a simple linear regression task as it involves just two variables. In this task, we have to predict the percentage of marks that a student is expected to score based on the number of hours they studied. This is a simple linear regression task as it involves just two variables. The aim was to predict the student's score if he\/she studies for 9.25 hrs\/day. This is one of the tasks which was very important from a knowledge point of view - a simple case of a regression task problem.<\/p>\n\n\n\n<p>I started with importing the data and carried out the required exploratory data analysis (EDA) and descriptive analysis.<strong> <\/strong>Thereafter, I visualized the data by plotting the distribution of scores. I also divided the data into tests and trained the algorithm and make predictions. The key insights featured an increase in the percentage of scores as the study hours increased - which is a positive linear relationship.<\/p>\n\n\n\n<p>The regression model (linear regression) was created using the supervised machine-learning technique and helped us predict the percentage of marks that a student is expected to score based on the number of hours they studied. During the course of this activity, I sharpened my skillsets and established a grip on EDA, supervised machine learning, regression model and data visualization techniques.&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I\u2019m Deepak, a mechanical engineering graduate. Currently, I\u2019m working in an automobile dealership where I am responsible for stock management and billing, preparing reports, etc. Because of this job, my interest got aligned with data, managing it and organizing it in the best way. I started using MS excel and started searching for different tools [&hellip;]<\/p>\n","protected":false},"author":41,"featured_media":89710,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","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":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[5],"tags":[],"content_type":[36251],"class_list":["post-89709","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-success-stories","content_type-success-stories"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Prediction Student Marks Using Linear Regression Techniques<\/title>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Prediction Student Marks Using Linear Regression Techniques\" \/>\n<meta property=\"og:description\" content=\"I\u2019m Deepak, a mechanical engineering graduate. 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