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Sukhada
Kulkarni
Sr Manager, AI/ML Research
Capital One
Sukhada is a results-driven data science leader specializing in Generative AI (RAG), LLMs, and machine learning. She is passionate about applying AI to solve complex business challenges and accelerate innovation. With extensive experience leading high-performing teams, she thrives in cross-functional environments, collaborating closely with engineering, product, and business stakeholders. Sukhada is skilled in mentoring talent, optimizing data workflows, and aligning AI strategies with business goals to drive measurable impact. Her leadership approach combines technical excellence with a strong focus on business outcomes, enabling organizations to unlock the full potential of their data and AI initiatives.
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29 May 2025 14:00 - 14:30
Building advanced RAG systems: From components to production at scale
Sukhada breaks down the architecture of high-performance RAG systems, covering core components, advanced strategies like hybrid retrieval and memory augmentation, and real-world scaling patterns. You'll walk away with practical frameworks for designing fast, reliable retrieval pipelines, optimizing for latency and relevance, and tailoring strategies to different production use cases. Key takeaways: → Frameworks for scalable, production-ready RAG systems → Advanced retrieval and orchestration techniques → Implementation tips to boost reliability and performance

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