Data & AIDeep Dive120min
Building Production-Grade LLM Applications: From RAG to Observability
These two sessions offer practical expertise in building and deploying production-grade RAG (Retrieval-Augmented Generation) AI applications. Attendees learn to create robust, context-aware AI systems, implement observability and scaling, integrate LLMs with SQL, and enable data democratization—bridging the gap from prototypes to enterprise-ready solutions for developers and data scientists.
Kamesh SampathSnowflake
talkDetail.whenAndWhere
Wednesday, November 12, 16:30-18:30
Imlil
talks.roomOccupancytalks.noOccupancyInfo
Two focused sessions delivering real-world expertise for production-grade AI applications that solve actual business problems.
The Reality: RAG is everywhere in theory, but production deployment is where most projects stall. We'll bridge that gap with battle-tested approaches.
Session 1: RAG Mastery Unleashed (60 min) Build a complete RAG application from scratch using cutting-edge vector search and serverless LLM deployment. Watch as we transform a simple chatbot into an intelligent system that understands context, retrieves relevant information, and delivers human-like responses.
Session 2: Production Superpowers (60 min) The secret sauce of production RAG: bulletproof observability, automatic evaluation, and serverless scaling that handles anything you throw at it. We'll show you the monitoring dashboards that keep Fortune 500 companies running smoothly.
Key Takeaways
Target Audience Developers and data scientists moving from experimentation to production AI applications.
Come hungry for knowledge, leave with superpowers.
The Reality: RAG is everywhere in theory, but production deployment is where most projects stall. We'll bridge that gap with battle-tested approaches.
Session 1: RAG Mastery Unleashed (60 min) Build a complete RAG application from scratch using cutting-edge vector search and serverless LLM deployment. Watch as we transform a simple chatbot into an intelligent system that understands context, retrieves relevant information, and delivers human-like responses.
- Live Demo: Real-time RAG pipeline with error handling
Session 2: Production Superpowers (60 min) The secret sauce of production RAG: bulletproof observability, automatic evaluation, and serverless scaling that handles anything you throw at it. We'll show you the monitoring dashboards that keep Fortune 500 companies running smoothly.
- Live Demo: Observability stack with OpenTelemetry
Key Takeaways
- Production RAG: Enterprise-grade applications with vector search
- Autonomous Workflows: Self-validating agents for complex problems
- AISQL Integration: LLM operators in SQL for classification
- Observability: Monitoring systems that prevent issues
- Data Democratization: Natural language business interaction
Target Audience Developers and data scientists moving from experimentation to production AI applications.
Come hungry for knowledge, leave with superpowers.
Kamesh Sampath
🔭 Veteran tech innovator with over 20 years in the trenches. As an author and developer advocate, I'm on a mission to demystify data and cloud technologies. My passion? Empowering developers to push boundaries and create the impossible. With a track record of crafting enterprise solutions across diverse industries, I bring battle-tested insights to the dev community. Let's code the future together.
talkDetail.shareFeedback
talkDetail.feedbackNotYetAvailable
talkDetail.feedbackAvailableAfterStart
talkDetail.signInRequired
talkDetail.signInToFeedbackDescription
occupancy.title
occupancy.votingNotYetAvailable
occupancy.votingAvailableBeforeStart
talkDetail.signInRequired
occupancy.signInToVoteDescription
comments.speakerNotEnabledComments