Dear Ishan, Thank you for your interest in the personalized music recommendations project and for sharing your proposal. We appreciate your enthusiasm and the detailed approach you've taken. Overall, your proposal is well-structured and aligns with the project's goals. Here are some key points of feedback: - *NLP Model Selection*: Consider specifying the exact pre-trained models you plan to use for mood detection and conversational AI. A comparison of alternatives would strengthen this section. - *Recommendation Logic*: Clarify how user interactions will refine recommendations over time. Will you use reinforcement learning, embeddings, or predefined heuristics? - *Scalability & Performance*: Given real-time interactions, discuss strategies for optimizing latency, such as model quantization or caching API responses. - *Spotify API Constraints*: Some Spotify API endpoints have rate limits; outlining a fallback strategy or alternative data sources would be beneficial. - *Frontend & UX Considerations*: A brief wireframe or description of the chatbot interface would improve clarity on the user experience. These refinements will help make your proposal even better. Best, Giannis Prokopiou & Thanos Aidinis Στις Σάβ 29 Μαρ 2025 στις 7:52 π.μ., ο/η Ishan Chauhan < ishanchauhan712 [ at ] gmail [ dot ] com> έγραψε: > Dear Giannis Prokopiou and Thanos Aidinis, > > I hope you're doing well. I am very interested in the personalized music > recommendations project and would love the opportunity to contribute. I > wanted to see if I could get a review and any feedback on my proposal > <https://docs.google.com/document/d/1aKWSN2kc46a0R2dpz0xKKVSmxkEHgLkz49YK8xLAb_I/edit?usp=sharing> > to ensure it aligns well with the project’s goals. Your insights would be > greatly appreciated. > > Thank you for your time and consideration. > > Best regards, > > Ishan Chauhan > > ishanchauhan712 [ at ] gmail [ dot ] com > ---- > Λαμβάνετε αυτό το μήνυμα απο την λίστα: Λίστα αλληλογραφίας και συζητήσεων > που απευθύνεται σε φοιτητές developers \& mentors έργων του Google Summer > of Code - A discussion list for student developers and mentors of Google > Summer of Code projects., > https://lists.ellak.gr/gsoc-developers/listinfo.html > Μπορείτε να απεγγραφείτε από τη λίστα στέλνοντας κενό μήνυμα ηλ. > ταχυδρομείου στη διεύθυνση <gsoc-developers+unsubscribe [ at ] ellak [ dot ] gr>. >
---- Λαμβάνετε αυτό το μήνυμα απο την λίστα: Λίστα αλληλογραφίας και συζητήσεων που απευθύνεται σε φοιτητές developers \& mentors έργων του Google Summer of Code - A discussion list for student developers and mentors of Google Summer of Code projects., https://lists.ellak.gr/gsoc-developers/listinfo.html Μπορείτε να απεγγραφείτε από τη λίστα στέλνοντας κενό μήνυμα ηλ. ταχυδρομείου στη διεύθυνση <gsoc-developers+unsubscribe [ at ] ellak [ dot ] gr>.