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microsoft / RAG_Hack

Hack Together: RAG Hack | Register, Learn, Hack
MIT License
348 stars 74 forks source link

Project: Interactive Learning Platform #160

Open lilbandit opened 2 days ago

lilbandit commented 2 days ago

Project Name

Curio

Description

✨Curio

Curio is a personalised learning platform which uses Retrieval-Augmented Generation (RAG) to generate interactive audio lessons that engage users in a dynamic learning experience. The users must simply upload study materials like books or lessons and Curio would create conversational and adaptive lessons based on the users' needs.

🗃️Data Sources

Curio relies on user uploaded PDFs to generate the speech-driven learning content. These PDFs can include anything from individual chapters to complete textbooks. This material is indexed and stored it in a vector database, which serves as the knowledge base for our RAG system.

⚙️Additional modifications

To improve content extraction, Curio employs specialized parsing techniques focused on:

These techniques focus on identifying and extracting headings, chapters, and subchapters, allowing us to generate precise chunks related to specific subsections of the material. This structured approach ensures that each chunk is tagged with relevant metadata, including its heading and subsection, making it easier to provide personalized, interactive learning experiences.

Modifications to Data ingestion Pipelines: A modified script is created by performing enriched generation of the content extracted from the file.

Modifications to prompting flow: Curio engages human in the loop interruption based agent

🧑‍🎓Beneficiaries

Curio primarily targets students from middle school to university, who can benefit from interactive, self-paced learning. Additionally, lifelong learners and professionals seeking flexible education solutions can also use the app to enhance their knowledge in a way that adapts to their busy schedules.

🌐 Architecture

The diagram below elucidates how Curio uses RAG to curate topic wise interactive audio lessons for the user. image

Technology & Languages

Project Repository URL

https://github.com/samanvithms2002/microsoft-hack

Deployed Endpoint URL

No response

Project Video

https://drive.google.com/file/d/1dXdW_NSpgP8EaxSNakP-_ucLrRli8l0V/view?usp=sharing

Team Members

chirayurathi, chaitu860, NikunjBedia, samanvithms2002, Vaishnavi-Kocherla, DedAvocado, lilbandit

jaydestro commented 1 day ago

@lilbandit any chance you have a deployed endpoint I can test myself?

lilbandit commented 23 hours ago

@jaydestro - We haven't deployed the application publicly for now to manage costs and optimize API usage, since we are using trial versions for a few functionalities. If you could share your preferred timeline for testing, we’ll ensure the infrastructure is set up in time accordingly. Thank you!