Generative AI · Intermediate

    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 cutting-edge techn…

    33+
    enrolled
    4 hrs
    of instruction
    6
    lectures
    6
    modules
    Parameter-efficient Fine-tuning of Large Language Models

    What's inside

    Live sessions
    1 · 129 min
    Readings
    4

    01 · What you'll be able to do

    Four things you can ship afterwards.

    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!

    Gain a comprehensive understanding

    Gain a comprehensive understanding of PEFT techniques and their benefits for LLM adaptation.

    Master resource-efficient training strategies

    Master resource-efficient training strategies and deployment options for PEFT models.

    Develop skills

    Develop skills in selecting the right LLM and PEFT approach for specific tasks.

    Get hands-on experience building

    Get hands-on experience building and evaluating your own PEFT model on provided datasets.

    02 · Curriculum

    What's in the course.

    6 modules · 6 lectures · 129 min of sessions

    04 · 129m

    Each block is one module, sized by session length.

    • Diving into PEFTReading

    04 · Is it for you?

    Who it's for, and what to bring.

    Built for

    • Suitable for all data professionals

    Bring with you

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

    05 · FAQ

    Before you enrol.

    Each of the 6 modules is a recorded live session, with readings from that session. Watch at your own pace.

    $59.99

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