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
Section 1
Opening Keynote: Demystifying LLMs – Building, Engineering, and Deploying
Watch Maxime Labonne (Sr. Machine Learning Scientist, JPMorgan) open day three of the event with his keynote on the essential building blocks needed to develop LLMs. We cover three main parts: how to build LLMs, how to engineer solutions around LLMs, and how to deploy LLMs. Maxime's book URL: https://www.amazon.com/dp/1804617520/.Link to the deck: https://packt.link/K33lf.