Inspiration
Many LGBTQ individuals experience isolation due to societal stigma and lack of support. My friend, a member of the LGBTQ community, shared his struggle with feeling alone. We wanted to build a companion chatbot that acts as a friend, diary, and resource hub to uplift and support users.
What it does
chAI is an AI chatbot designed for the LGBTQ community to combat isolation. Acts as a diary and friend, offering emotional support when users feel low. Provides local community events to encourage social interaction. Recommends LGBTQ-friendly spaces like restaurants, hotels, spas, nightclubs, and beaches. Offers access to resources specific to LGBTQ individuals.
How we built it
Data Collection: Gathered LGBTQ-specific resources and community event data from the web. LLM Fine-tuning: Used PyTorch to fine-tune a large language model (LLM) on LGBTQ-related conversations. Retrieval-Augmented Generation (RAG): Integrated RAG to provide up-to-date information and relevant responses. Chatbot Deployment: Built an interactive chatbot that understands sentiment, context, and user needs.
Challenges we ran into
Data Collection: Finding high-quality, inclusive, and safe LGBTQ-specific data. Bias in AI Models: Ensuring the chatbot remains inclusive, respectful, and non-judgmental. Real-time Updates: Integrating live event data and LGBTQ-friendly locations dynamically.
Accomplishments that we're proud of
Successfully fine-tuned an LLM to provide personalized, empathetic conversations. Created a chatbot that uplifts users and recommends safe spaces. Overcame AI bias challenges to ensure a supportive and inclusive experience.
What we learned
The importance of inclusivity in AI and responsible chatbot development. How to fine-tune an LLM effectively using PyTorch and RAG for specialized use cases. The significance of community-driven support for marginalized groups.
What's next for chAI - A friend indeed
Expand Support: Add mental health resources and professional counseling connections. Multilingual Support: Make chAI accessible to a global LGBTQ audience. Improved AI Personalization: Enhance mood detection and provide more personalized recommendations. Community Engagement: Enable users to connect with real people in safe, verified spaces. Integrate voice.
Built With
- beautiful-soup
- deepseek
- python
- pytorch
- rag
- selenium
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