Dear Abdallah, Thank you for sharing your proposal. Your approach is well-structured, and I appreciate the thought you've put into integrating NLP, embeddings, and retrieval-based recommendations. A few key points of feedback: - Your *retrieval and embedding strategy* using RAG-like methods is well-founded. Clarifying more in depth whether you'll use pre-trained models for embeddings (e.g., CLAP, MERT) or fine-tune your own could strengthen your plan. - The *Spotify API integration* section is solid. You might want to address handling rate limits and API quotas, as frequent requests (e.g., refining playlists in real time) could hit limits. - For the *LLM-driven conversational refinement*, specifying which models you plan to use (local vs. API-based) would help assess feasibility and cost considerations. - Your *timeline is well-structured*, but Week 5-6 (embedding-based retrieval) might need some buffer time for optimization and real-world evaluation. Overall, it's a strong proposal with a clear impact on open-source AI applications. Looking forward to seeing its development! Best, Giannis Prokopiou & Thanos Aidinis Στις Παρ 28 Μαρ 2025 στις 6:43 π.μ., ο/η abd allah mashaly < mashalyabdallah5 [ at ] gmail [ dot ] com> έγραψε: > Dear *Giannis Prokopiou *and *Thanos Aidinis*, > I hope this email finds you well, I was hoping if I could get a review and > any feedback on my proposal for the *personalized music recommendations > project. * > > Thank you for your time. > Abdallah Mashaly > ---- > 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>.