LLMOps – Productionalizing Real-World Applications with LLMs and Agents

23 August 2025 | 09:30AM - 05:30PM | location La Marvella:- 2nd Block, Jayanagar, Bengaluru

About the workshop

Ready to go from experimentation to production with LLMs? This hands-on session will guide you through training language models using HuggingFace, building Retrieval Augmented Generation (RAG) pipelines with Qdrant, and deploying automated training workflows on Amazon SageMaker. You’ll also learn how to orchestrate multi-agent workflows using LangGraph and test, monitor, and evaluate your models with LangSmith. Through practical labs, participants will build end-to-end, production-ready GenAI systems that prioritize scalability, reliability, and real-world performance, equipping you with the tools to operationalize LLMs with confidence.

Prerequisite: Basic Python programming skills, basic understanding of machine learning concepts, and familiarity with AWS services.

*Note: These are tentative details and are subject to change.

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Modules

  • Introduction to LLMOps
  • CI/CD Pipelines for LLMs
  • AWS Services Overview

  • Introduction to SageMaker
  • SageMaker Deep Dive
  • Lab: Setup SageMaker Notebooks

  • SageMaker Training Deep Dive
  • Model Training on SageMaker with Hugging Face
  • SageMaker Pipeline Development
  • Lab: Model Training and End-to-End Pipelines with SageMaker
  • CD Fundamentals for LLMs
  • SageMaker for Continuous Deployment
  • Multi-LoRA Adapter Serving

  • LangChain Fundamentals
  • RAG with Qdrant and LangChain
  • Lab: Experimenting with LangChain

  • LangGraph Fundamentals
  • Multi-Agent Workflows with LangGraph
  • Lab: Building Multi-Agent Workflows with LangGraph

  • Introduction to LangSmith
  • Monitoring Traces, Cost and User Behavior
  • Test Suite Creation via LangSmith Datasets
  • Real-time Evaluation of LLMs in Production
  • Lab: Experimenting with LangSmith
*Note: These are tentative details and are subject to change.

Instructor

Workshop Details

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