Building & Fine-tuning LLM Workshop

3

Days

Online Live

Delivery Method

Advanced

Skill Level

$2,400 USD

Fee

Overview

This immersive 3-day Public Training will train participants in practical techniques for training and fine-tuning LLMs from scratch. From model pre-training, instruction tuning, and alignment, to parameter efficient fine-tuning, you will learn the end-to-end workflow of building and adapting LLMs to your company’s different needs.

Completing this course will help you:

  • Understand the full LLM lifecycle, from model pre-training to deployment.
  • Implement various methods for fine-tuning LLMs for specific business needs.
  • Evaluate and optimize LLMs for performance, efficiency, and task-specific outcomes.
  • Apply practical data preparation techniques to optimize LLM fine-tuning workflows.
  • Customize LLMs using advanced fine-tuning techniques to meet different industry use cases.
  • Deploy LLMs effectively within real-world systems and applications.

Learning Path

  • Module 1 - Introduction to LLM & Lifecycle

    Understand the fundamental architecture and lifecycle of LLMs, from inception to deployment.

  • Module 2 - Working with LLM

    Gain familiarity with APIs, tools, and frameworks for interacting with pre-trained models.

  • Module 3 - LLM Evaluation

    Develop evaluation strategies for LLM performance, covering accuracy, efficiency, and alignment with company-specific tasks.

  • Module 4 - Data prep for Fine-tuning

    Develop data preprocessing techniques crucial for optimizing fine-tuning workflows.

  • Module 5 - Fine-tuning Methods

    Dive into the practical implementation of various fine-tuning strategies.

Schedule

Online

Oct 21 - 23, 2024

9:00am - 5:00pm ET

Online

Feb, 2025

9:00am - 5:00pm ET

Online

Jun, 2025

9:00am - 5:00pm ET

Corporate Training Inquiry
Please include the date and time that you are interested in. If you couldn't find a suitable schedule, please leave us a note. Our program manager will get in touch.