Hi Giannis, I went through all the points and I believe I do have relevant knowledge and experience. I have worked on my research on sentiment analysis using the BERT model, and VADER as well. I also explored spotify WEB API for getting songs as per the mood and genre. I am certain that I'll be able to make meaningful contributions. So as the next step shall I begin with creating a proposal ? And Do I share it with you to get the feedback and review before submitting? I would like to know if there are any other expectations. Thanks and Regards, Priya Gandhi On Fri, Mar 14, 2025 at 8:35 AM Giannis Prokopiou <giannprokopiou [ at ] gmail [ dot ] com> wrote: > Dear Priya, > > Thank you for reaching out and for your interest in the *PersonalAIs: > Generative AI Agent for Personalized Music Recommendations* project! Your > background in *emotion detection, sentiment analysis, and chatbot > development* will help for contributing to the *NLP-driven mood detection > and recommendation system*. > *Getting Started & Contribution Guidance* > > To begin contributing effectively, we recommend: > > 1. > > *Exploring the Spotify API* > - Familiarize yourself with authentication, playlist management, and > audio feature extraction. > - Since certain API endpoints (e.g., *Get Recommendations, Get > Track’s Audio Analysis*) have been deprecated, consider alternative > approaches like *Essentia for feature extraction*. > 2. > > *Experimenting with Emotion & Sentiment Analysis* > - Since you have research experience in *text-based emotion detection*, > testing *pre-trained models* (e.g., *DistilBERT, VADER, or custom > fine-tuned models*) for mood detection in conversational > interactions would be valuable. > - Think about how *mood shifts* over a conversation could > dynamically adjust playlist recommendations. > 3. > > *Prototyping Conversational AI for Playlist Refinement* > - Your experience in *full-stack chatbot development* could be > leveraged for creating a *chatbot-style UI* where users modify > recommendations in real-time (e.g., “Make it more relaxing”). > > *Regarding IRC & Communication Channels* > > At the moment, communication is primarily handled via *email to me and > Thanos*. If any real-time discussion channels (e.g., IRC, Slack, Discord) > are established, we will provide details. > > Let us know if you need further guidance, and we look forward to reviewing > your proposal including all the above! > > Best regards, > Giannis Prokopiou & Thanos Aidinis > > Στις Παρ 14 Μαρ 2025 στις 1:25 π.μ., ο/η Priya Gandhi <pgandhi4 [ at ] ncsu [ dot ] edu> > έγραψε: > >> Hi Team, >> >> I am Priya Gandhi, a Master's student in Computer Science at North >> Carolina State University. >> >> - I have conducted research on emotion detection and sentiment >> analysis, leveraging various text representation techniques with machine >> learning models. >> - Recently, I developed a chatbot as part of a hackathon project, >> building a full-stack web application. >> >> By integrating these experiences, I believe I can contribute effectively >> to developing a personalized music recommendation system for the *PersonalAIs: >> Generative AI Agent for Personalized Music Recommendation* project as >> part of GSOC 2025. I am excited about this opportunity and eager to explore >> how I can contribute. >> >> Additionally, I would appreciate guidance on how to join the IRC channel. >> >> Looking forward to your response! >> >> Best Regards, >> Priya Gandhi >> >
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