Book Image

LLMs Under the Hood – Building Models for Your Unique Use Cases [Video]

By : Maxime Labonne, Denis Rothman, Abi Aryan
Book Image

LLMs Under the Hood – Building Models for Your Unique Use Cases [Video]

By: Maxime Labonne, Denis Rothman, Abi Aryan

Overview of this book

This in-depth masterclass provides end-to-end coverage of developing enterprise-grade LLMs tailored to your unique use cases. Led by experts Maxime Labonne, Dennis Rothman, and Abi Aryan, this video delivers the advanced skills needed to architect performant LLMs that deliver real business impact. You'll learn how to make crucial architecture decisions, select optimal model types, configure hyperparameters, and curate quality training data. Discover professional techniques for pre-training, iterative fine-tuning, and rigorous model evaluation. The instructors reveal insider strategies to productionize your LLMs smoothly, monitor them proactively, and maintain optimal performance post-deployment. Following a structured curriculum spanning the complete LLM lifecycle, this masterclass empowers you with hands-on skills to build, refine, and deploy large language models with confidence. Turbocharge your generative AI initiatives and get the practical knowledge needed to create LLMs that solve complex challenges for your organization.
Table of Contents (1 chapters)
Chapter 1
LLMs Under the Hood
Content Locked
Section 4
Productionizing LLMs - Prepare for Production
Bringing LLM-powered applications to production comes with its own challenges - and that's where LLMOps comes in. Join Abi Aryan (ML engineer) at the conference to explore a powerful toolkit and treasure trove of best practices designed to help you master the entire lifecycle of LLM-powered applications, from inception through to deployment and long-term maintenance. Link to the deck: https://packt.link/qGsOO.