This session offers a detailed look at the architectures involved in Machine Learning Operations (MLOps) and Large Language Model Operations (LLMOps). It's designed for those interested in the technical specifics and practical applications of MLOps and LLMOps, including the key components and workflows that define these fields. Attendees will learn about: The core architectures used in MLOps and LLMOps. The various elements involved in these operations, such as data management, model training, deployment, and monitoring. Strategies for implementing effective MLOps and LLMOps in your projects, with a focus on improving efficiency and model performance.
Talk By: Arpit Jasapara, Software Engineer, Databricks ; Joseph Bradley, Principal Product Specialist, Databricks ; Yinxi Zhang, Staff Data Scientist, Databricks
Here's more to explore:
LLM Compact Guide: dbricks.co/43WuQyb
Big Book of MLOps: dbricks.co/3r0Pqiz
Connect with us: Website: databricks.com
Twitter: twitter.com/databricks
LinkedIn: linkedin.com/company/data…
Instagram: instagram.com/databricksinc
Facebook: facebook.com/databricksinc
- Exploring MLOps and LLMOps: Architectures and Best Practices ( Download)
- LLMOps 🤖 A Simplified Overview on MLOps for Large Language Models ( Download)
- Efficiently Scaling and Deploying LLMs // Hanlin Tang // LLM's in Production Conference ( Download)
- What is LLMOps | MLOps for Large Language Models Explained in 3 Minutes ( Download)
- Navigating the Emerging LLMOps Stack // Hien Luu // AI in Production Conference Lightning Talk ( Download)
- LLMOps (LLM Bootcamp) ( Download)
- MLOps on Databricks: A How-To Guide ( Download)
- Implementing MLOPS ( Download)
- Webinar: From zero to an ML platform – MLOps for building and operating ML products ( Download)
- LLM Explained | What is LLM ( Download)
- Building your ML Ops strategy for generative AI ( Download)
- Evolving from MLOps to LLMOps - Harnessing MLflow for LLM Success ( Download)
- How to create a central catalog for MLOps models and pipelines ( Download)
- Charting LLMOps Odyssey // Yinxi Zhang @ Databricks // AI in Production Talk ( Download)
- What is MLOps ( Download)
