ADaSci Academy

    Parameter-efficient Fine-tuning of Large Language Models

    Explore the power of LLMs without breaking the bank! In this workshop, dive into Parameter-efficient Fine-tuning (PEFT), the key to adapting giants like GPT for your tasks, without their monstrous resource demands. Learn…

    3,315+ enrolled
    4 hours
    Intermediate
    Parameter-efficient Fine-tuning of Large Language Models
    01 — Overview

    About this course

    Explore the power of LLMs without breaking the bank! In this workshop, dive into Parameter-efficient Fine-tuning (PEFT), the key to adapting giants like GPT for your tasks, without their monstrous resource demands. Learn cutting-edge techniques like LoRA, adapters, and prompt tuning to achieve impressive results using just a fraction of the parameters. Master efficient training, resource optimization, and model selection for real-world applications. Leave equipped to unlock the true potential of LLMs, even on limited budgets and hardware. So, join us and tame the computational beast for precise, efficient, and accessible LLM fine-tuning!

    02 — Outcomes

    What you'll learn

    Gain a comprehensive understanding of PEFT techniques and their benefits for LLM adaptation.
    Master resource-efficient training strategies and deployment options for PEFT models.
    Develop skills in selecting the right LLM and PEFT approach for specific tasks.
    Get hands-on experience building and evaluating your own PEFT model on provided datasets.
    03 — Curriculum

    Course content

    6 sections · 6 lectures

    04 — Prerequisites

    Requirements

    • Master Parameter-Efficient Fine Tuning (PEFT) Techniques for Optimizing LLM's Performance
    05 — Audience

    Who should take this course

    • Suitable for all data professionals

    Save 50% with Membership

    Get unlimited access to all courses and exclusive member discounts on certifications.

    50% off all courses30% off certificationsExclusive content
    Parameter-efficient Fine-tuning of Large Language Models

    $59.99

    Member Pricing

    FREE with Premium

    50% off with General

    Duration4h
    LevelIntermediate
    CertificateYes

    $59.99