microsoft
Project: Interactive Learning Platform
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:
- Heading and Subheading Extraction
- Content Chunking
- Metadata Association
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.
Technology & Languages
- [X] JavaScript
- [ ] Java
- [ ] .NET
- [X] Python
- [X] AI Studio
- [ ] AI Search
- [ ] PostgreSQL
- [X] Cosmos DB
- [ ] Azure SQL
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 - 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!
Hello @lilbandit, thank you for participating in RAG Hack!
The team is working hard to distribute badges. Please have each team member fill out this form: aka.ms/raghack/badge-dist
Our competition rules state that teams can have a maximum of 4 members, please make sure to follow the rules next time!
Thank you!
@Vaishnavi-Kocherla,
Unfortunately, there have been some delays with the distribution of badges - we have been having some technical issues. Please resubmit the following form.
Form link: https://aka.ms/raghack/survey
We aim to distribute by the end of this month. Thank you for your patience!