Dear GFOSS Mentors, I hope this email finds you well. My name is Bhaumik, and I am interested in applying for Google Summer of Code (GSoC) 2025 with Open Technologies Alliance (GFOSS). I came across the PersonalAIs: Generative AI Agent for Personalized Music Recommendations project and found it to be a perfect fit for my skills and interests. I would love to connect with the mentors working on this project to discuss my proposal, get feedback, and ensure alignment with the organization's vision. Could you please guide me on the best way to engage with the relevant mentors? My Background & Relevant Experience: Skills: Machine Learning & AI: Experience with NLP, recommendation systems, and small language models (SLMs & LLMs). Natural Language Processing (NLP): Familiar with GPT, BERT, and mood-based AI analysis for conversational interactions. Music Recommendation Systems: Experience in building AI-based recommendation models and understanding user preferences. API Development & Integration: Worked with APIs like Spotify API for authentication, playlist management, and user metadata retrieval. Full-Stack Development: Proficient in Python (Flask, FastAPI) for backend and React.js for frontend chatbot UI. Cloud & Deployment: Experience in deploying AI models using Docker, AWS, or GCP for scalable applications. Experience: Developed an AI-powered chatbot that interacts with users to determine emotional states and provides personalized music recommendations. Worked on real-time AI agents for user engagement, including voice-based and text-based AI assistants. Built vision-based ML projects, such as real-time sign language detection and driver monitoring systems integrating IoT. Open Source Contributions: Participated in hackathons and AI-driven open-source projects related to conversational AI & recommendation engines. I am eager to contribute to this project and would appreciate any guidance or feedback you can provide. Please let me know if there is a preferred communication channel (email, chat, forum, or video call) where I can discuss this further. Looking forward to your response. Best regards, Bhaumik
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