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

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.

Type
video
Category
publication date
2024-01-22
what you will learn

How to select the right LLM architecture for your use case
Approaches for sourcing, cleaning, and labeling quality training data
Pre-training methods and hyperparameter optimization
Advanced fine-tuning techniques to boost performance
Ways to thoroughly evaluate LLMs before deployment
Best practices for monitoring, updating, and maintaining production LLMs

no of pages
0
duration
0
key features
Led by 4 experts with extensive hands-on experience * Structured curriculum taking you from concepts to deployment * Comprehensive coverage of the complete LLM development lifecycle
approach
Led by experts Maxime Labonne, Dennis Rothman, and Abi Aryan, this masterclass employs a comprehensive and hands-on teaching approach. The instructors guide participants through the entire LLM development lifecycle, from making crucial architecture decisions to deploying and maintaining performant models.
audience
Data scientists, machine learning engineers, and AI developers seeking an in-depth understanding of large language model (LLM) development.

This masterclass is designed for professionals aiming to build, optimize, and deploy enterprise-grade LLMs tailored to specific use cases, with a focus on practical skills and real business impact.
meta description
Master LLMs from the ground up
short description
Led by experts Maxime Labonne, Dennis Rothman, and Abi Aryan, this in-depth masterclass provides end-to-end coverage of developing enterprise-grade LLMs tailored to your specific use cases.
subtitle
A comprehensive guide to building, optimizing, and deploying large language models
keywords
LLM Development, Enterprise-grade Language Models, Model Architecture Decisions, Fine-tuning Techniques, Productionizing LLMs
Product ISBN
9781835883549