Created by team Bit Rebels on February 23, 2024

The "Market Mentor" project, presented by Team Bit Rebels, introduces an innovative investment education bot leveraging data from Professor Aswath Damodaran. We created 3 models to represent Prof. Damodaran's knowledge: The vanilla RAG model, a Hype Model, and our novel modified HyDE model that is built to do away with the weaknesses of the HyDE model of poor similarity matchings. These models act as personal finance instructors who can teach the fundamentals of investing and valuations. This tool also simplifies financial analysis with a novel Text-to-SQL model, transforming user inquiries into SQL queries for efficient data extraction. It boasts personalized bots, specialized smaller models, and an intuitive, user-friendly interface that replicates expert communication styles, bypassing the need for extensive data. This technology empowers users with easy access to complex data, supporting informed decisions and strategic planning while improving with use.

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"this personalized bots project effectively bridges the gap between novice investors and expert knowledge, ultimately empowering users to make informed decisions and strategic plans. The business value lies in offering a scalable, user-friendly solution. your ppt is great using story telling style. keep working on your project."


Walaa Nasr Elghitany

Data scientist and doctor

"General chatbots are just generic in terms of marketing advice, but I love how this one has a great assistive model to it and can take context very seriously. Love that"


Shebagi Mitra

Technical Mentor