Hi GFOSS Team, Giannis Prokopiou, and Thanos Aidinis, I'm writing to express my strong interest in the *Personalized AI Music Agent* project listed under GFOSS for GSoC 2025. This project deeply resonates with me—not just because of my technical background, but because it feels like a culmination of everything I’ve been building towards. Over the past few weeks, I’ve been working with *natural language processing*, *embedding techniques*, and *machine learning pipelines*. I built sentiment-based movie revenue predictors using *Label Encoding*, *TF-IDF*, and experimented with models for emotional tone classification. I also worked on real-time semester-length datasets of student grades, automating classifications and visualizing insights using *Tableau*. Additionally, I recently completed the *Gen AI Agents course by Kaggle and Google*, where I learned to create intelligent agents using the *Gemini API*. As part of my personal initiative, I’ve been working on a *RAG-based chatbot for my college*, which can be extended to handle real-time user preferences and data-driven interactions—something that aligns perfectly with the goals of this project. The vision of a music agent that adapts to a user’s emotional state and personal preferences through conversational interaction feels very natural to me. I’m particularly excited about building an *Emotion Aware Agent * and integrating the *Spotify API*, and exploring advanced *mood detection* either via NLP or audio analysis. I’ve also explored TTS in a prior project, and I see a future version of this agent evolving into an emotionally-aware companion. This email is just a greeting and a way to express my excitement. I’ll be submitting a detailed proposal for this project shortly, as well as for the other GFOSS projects that align closely with my background (like smart home automation and Greek language LLMs). Looking forward to your guidance and feedback! Best Regards, Sreeraj Chintham.
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