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Article . 2026
License: CC BY
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Other literature type . 2026
License: CC BY
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Article . 2026
License: CC BY
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Design and Development of an AI-Powered DSA Practice and Learning Platform

Authors: Prof. A. C. Sawant; Mayuri Bhujbal; Harshada Salunke; Harshada Ahire; Dhruv Mene;

Design and Development of an AI-Powered DSA Practice and Learning Platform

Abstract

 This paper presents a comprehensive DSA (Data Structures and Algorithms) practice platform designed to enhance problem-solving skills through personalized learning and performance-driven feedback. The system integrates user and admin modules, enabling efficient management of topics, quizzes, coding problems, and assessments. Users can learn concepts, attempt MCQ-based quizzes, and solve coding problems, earning experience points (XP) to encourage engagement. A machine learningbased recommendation engine analyzes user performance, including accuracy, time complexity, and coding efficiency, to suggest optimized learning paths and identify weak areas. Additionally, an AIpowered code analysis module evaluates submissions and provides improvement insights. The platform includes coding tests covering multiple topics, generating detailed performance summaries to guide learners effectively. Supporting features such as real-time notifications, flash notes, admin-user chat support, and topic-based community discussions further enrich the learning experience. The proposed system aims to bridge the gap between theoretical understanding and practical coding proficiency by offering an adaptive, interactive, and scalable environment for DSA preparation.

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green