question regarding sentimental analysis of cephalopods

[Rishabh Thakur]

Dear concerned Mentors,

while i was making proposal, i encountered some questions regarding this GSoC 2026 project :

•   for this project, do we have any existing dataset to work with, or is dataset     collection and annotation also expected? I’ve been exploring some public     sources       already, so just wanted to confirm 

•   would you prefer something like probability-based predictions for each behavioral  state, or more of a time-series output to capture changes over time? Or a  combination of both? 

• should the focus be on exposing the system via APIs, or is there an expectation to build a user-facing interface like a web dashboard or app as well ?

excited to work on this project as deep learning is my key strength , i have already created many complex projects like "PERSONALIZED VOCAL HEALTH MONITORING SYSTEM USING SPEAKER CONTINUOUS SPEAKER RECOGINITION" . so excited to tackle this complex project  too