A Survey on AI Powered Personalized Learning Platform

A Survey on AI Powered Personalized Learning Platform

M. Mahendar*¹, Balagoni Srija*², C. Sai Bhargav*³, T. Rohith Singh*⁴

*¹ Assistant Professor Of Department Of CSE (AI & ML) Of ACE Engineering College, India.
*², ³, ⁴ Students Of Department Of CSE (AI & ML) Of ACE Engineering College, India.

ABSTRACT:

AI Study Planner is a smart learning tool that creates personalized study schedules by understanding users’ progress, learning speed, and weak areas. It employs Reinforcement Learning (RL), Natural Language Processing (NLP), Machine Learning (ML), and a Generative Adversarial Network (GAN) to generate accurate study plans, provide resources, and identify weak areas. The system predicts how well users will remember topics, suggests revisions, and organizes subjects based on difficulty. It also offers summaries, explanations, and practice exercises to make learning easier and more effective. By tracking performance, it adapts to each user’s needs, ensuring better study habits and improved retention. Implemented using Python libraries like TensorFlow, it functions as a website for accessibility. This AI-driven planner enhances retention, reduces overload, and supports test preparation and skill-based learning, making it a valuable tool in modern education.