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// Abstract
The discussion will center on transitioning from solution development to production, particularly focusing on vision models. Topics explored include fine-tuning LORAs, upscaling pipelines, constraints-based generations, and step-by-step enhancements to achieve optimal performance and quality for a production-ready service.

// Bio
Biswaroop Bhattacharjee is a Senior ML Engineer at Prem AI, hacking with LLMs, SLMs, Vision models and MLOps in general as an. Biswaroop has also worked on ML platforms and distributed systems, with stints under startups in Conversational VoiceAI @ Skit.ai, Chatbots from pre-and-current LLM era @ circlelabs.xyz and a bit of Fashion Hyperforecasting @ Stylumia.ai.

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