Inspiration
Finance and trading for everybody
Embracing Diversity, Equity, and Inclusion (DEI) for success.
Challenge: Innovate to provoke interest among individuals.
To solve this our solution provides
Gamification – Learn with fun is the best one
Approachable: Simplify complex financial concepts
Accelerated Learning: Visual learners and those with disabilities benefit.
Step progress Approach: It is easier to achieve multiple small targets than a big one.
What it does
Provides a game-based learning environment with the following features
Gradual increase in level of difficulty.
Interactive – Allows to buy and sell stocks in a condensed time frame.
Generative AI-powered question answering – CHATBOT and info content within the platform to simplify explanations and clarify doubts with updated info.
Introduces trends, metrics, and news analysis.
Provides a detailed report with feedback and peer benchmarking.
How we built it
We used Streamlit to build the web application game.
To incorporate elements of Generative AI to facilitate learning, we used GPT3 to power our chatbot and simplified explanations.
This was done through the use of OpenAI APIs.
To power our stock market trends and news sentiment analysis we adopted the use of open source APIs.
Machine learning models ( Time series ARIMA)for forecasting the stock data for various companies
Challenges we ran into
Limited API calls were available. Learning new technologies on the go. Coming up with scoring metrics for player performance
Accomplishments that we're proud of
Brainstorming the gamified learning solution to the given problem. This isn't something that is too popular or out there in the context of financial learning content. Gen AI provided us with a methodology to finetune and explain complex topics in the most concise and simplified manner. We have a working game up and running with most features having functionality. For the most part, we successfully implemented all the story points that we set out to complete.
What we learned
Good practices for building a game. Researching stock investment simulators. Streamlit.
What's next for Gamestock
Peer investing and idea-sharing sessions.
Intra-level periodic competitions.
AI-generated pop quiz.
Introduction of a leaderboard to have a healthy competition.
More research on ways to enhance the experience.
Built With
- api
- arima
- gen-ai
- gpt-3
- llm
- machine-learning
- python
- sentiment-analysis-online
- steamlit
- stock-market-data

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