Insight-Ed: The Smart Choice For Future E-Learning

Our product (website) provides a solution to tackle the challenge of distance learning between student and teacher, especially in the pandemic era where offline learning was a thing of the past. Our solution tries to bridge the knowledge gap between a teacher and a student in online classes by leveraging the power of AI to provide the teacher and student with insights to better prepare themselves for the course/lecture, leading to our solution - Insight-Ed.

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Detection of Emotion and Attentiveness of a Students

Used Transfer Learning on EfficientNetB7 model along with a custom dataset combined with an open-sourced LLMs to capture the same through the recorded lecture which the student attended through the webcam during that session.

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Automatic Video Time-stamping into Different Topics- Saving Student's Time

This feature allows automatic time stamping of videos depending on a hyperparameter chosen by the student exclusively.

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Reverse Video Search

This feature allows the student to not get through the video again and again for a particular keyword but rather type it and get the exact timestamp(s) for the same.

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QnA Bot

This feature allows the student to ask questions related to specific lectures. The bot then analyzes the question to determine where it was taught in the lecture by the teacher, and finally formulates an answer. 🤖📚

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Lecture Analysis

This feature enables students to analyze entire lectures by providing precise timestamps for each topic taught.

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Generation of Questionnaire on topics where students lacked attention

This feature allows the teacher to generate/upload a questionnaire through an LLM for the topics for the student to double-check his/her understanding to plan further steps and also get recommended most relevant YouTube videos on the same or the teacher could suggest some materials or videos from their course itself.

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Advance RAG-based QnA bot (Handwritten/Non-Handwritten)

This feature allows the user to perform question-answer with their uploaded PDFs whether it's Handwritten/Non-Handwritten (under-development).This allows the student to quickly search and get relevant information/explanation for a particular topic of interest and not go through searching for it, wasting their precious time.

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Advance RAG-based QnA bot for Video/Tutorial

This feature allows the user to perform question-answer with their video/tutorials. This allows the student to quickly search and get relevant information/explanation for a particular topic of interest in the video/tutorial and not go through searching for it throughout the video.

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[FUTURE] AI Tutor Bot Integration

This feature allows the student to get clarifications and explanations regarding the topic that the student had studied for a better understanding from an AI Chatbot designed to act like a substitute teacher, encompassing vast knowledge in the subjects of the student.

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