{"id":674,"date":"2025-07-18T19:28:27","date_gmt":"2025-07-18T19:28:27","guid":{"rendered":"https:\/\/ccds.ai\/?p=674"},"modified":"2025-08-10T18:15:37","modified_gmt":"2025-08-10T18:15:37","slug":"adaptive-llm-based-tutor-for-personalized-python-learning","status":"publish","type":"post","link":"https:\/\/ccds.ai\/?p=674","title":{"rendered":"Adaptive LLM-based Tutor for Personalized Python Learning"},"content":{"rendered":"<div id='av_section_1'  class='avia-section av-av_section-4626b8e4cec458b6915ec5d17cf7764f main_color avia-section-default avia-no-border-styling  avia-builder-el-0  avia-builder-el-no-sibling  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-674'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-md97owya-af991e6aa6589c05c9f87f3029460675\">\n.avia-image-container.av-md97owya-af991e6aa6589c05c9f87f3029460675 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-md97owya-af991e6aa6589c05c9f87f3029460675 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-md97owya-af991e6aa6589c05c9f87f3029460675 av-styling- avia-align-center  avia-builder-el-1  el_before_av_textblock  avia-builder-el-first '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img fetchpriority=\"high\" fetchpriority=\"high\" decoding=\"async\" class='wp-image-675 avia-img-lazy-loading-not-675 avia_image ' src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/Adaptive-LLM-based-Tutor-for-Personalized-Python-Learning.png\" alt='' title='Adaptive-LLM-based-Tutor-for-Personalized-Python-Learning'  height=\"340\" width=\"512\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/Adaptive-LLM-based-Tutor-for-Personalized-Python-Learning.png 512w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/Adaptive-LLM-based-Tutor-for-Personalized-Python-Learning-300x199.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/div><\/div><\/div>\n<section  class='av_textblock_section av-md97odb3-15f4d33f576a9eb88c679c004294d0dd'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Because of their varied backgrounds and skill levels, students in the field of programming education frequently confront a variety of difficulties. Personalized learning is typically not supported by traditional learning platforms, which reduces their efficacy. Our goal is to construct an intelligent tutor system based on LLMs that can solve problems and reason in order to provide students with tutor-like guidance. Additionally, we want to establish engaging interactions between students and tutors and during these exchanges, we would like to learn as much as possible about the tutors\u2019 internal decision-making process. Furthermore, in order to deliver a more approachable and natural experience that is in line with the learner\u2019s needs and the curriculum objectives, the system will need to recognize and monitor, as much as possible, the individual preferences and mental state of the learners.<\/p>\n<\/div><\/section>\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[88],"tags":[],"class_list":["post-674","post","type-post","status-publish","format-standard","hentry","category-ai_ml_projects"],"acf":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/674","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=674"}],"version-history":[{"count":2,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/674\/revisions"}],"predecessor-version":[{"id":678,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/674\/revisions\/678"}],"wp:attachment":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=674"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=674"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=674"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}