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Generate personalized practice questions and exam content.

Transforming education with adaptive question banks and fine-tuned AI for better learner outcomes.

A workspace featuring a tablet and a laptop on a wooden desk. The tablet displays an online learning platform with various course thumbnails, while the laptop shows a coding environment with a colorful code editor. The setup suggests a focus on learning and coding.
A workspace featuring a tablet and a laptop on a wooden desk. The tablet displays an online learning platform with various course thumbnails, while the laptop shows a coding environment with a colorful code editor. The setup suggests a focus on learning and coding.

Gather a comprehensive dataset of educational materials, learner performance data, and question types across various subjects and difficulty levels.

Data Collection

A classroom scene where a student seated at a desk is using a tablet with an external keyboard. The student is wearing headphones. In the background, other students are also using tablets and working at their desks. The classroom has educational posters on the walls and a whiteboard at the front.
A classroom scene where a student seated at a desk is using a tablet with an external keyboard. The student is wearing headphones. In the background, other students are also using tablets and working at their desks. The classroom has educational posters on the walls and a whiteboard at the front.
A group of children is seated at tables in a modern classroom or learning center, using tablets and wearing face masks. The environment is bright and airy with large windows and advanced equipment around the room. A teacher or instructor is present, providing guidance.
A group of children is seated at tables in a modern classroom or learning center, using tablets and wearing face masks. The environment is bright and airy with large windows and advanced equipment around the room. A teacher or instructor is present, providing guidance.

Model Fine-Tuning

Fine-tune GPT-4 on the educational dataset to optimize its ability to generate personalized, contextually relevant questions and exam content.

System Development

Develop an AI-powered intelligent question bank that integrates the fine-tuned model to provide adaptive and personalized learning resources.

A vintage typewriter with a sheet of paper that has the word 'EDTECH' typed on it. The typewriter casing is dark green and the setting appears to be on a light wooden surface.
A vintage typewriter with a sheet of paper that has the word 'EDTECH' typed on it. The typewriter casing is dark green and the setting appears to be on a light wooden surface.

Performance Evaluation

Use metrics such as question relevance, learner engagement, and educational outcomes to assess the system’s effectiveness.

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Expected Outcomes

This research aims to demonstrate that fine-tuning GPT-4 can significantly enhance the quality and personalization of AI-generated educational content. The outcomes will contribute to a deeper understanding of how advanced AI models can be adapted for educational applications, improving learning efficiency and outcomes. Additionally, the study will highlight the societal impact of AI in democratizing access to high-quality educational resources and supporting personalized learning experiences.

Personalized

Creating tailored educational resources for learners everywhere.

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