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LLMs Fine Tuning and Inferencing Using ONNX Runtime - Workshop

Offered By: Linux Foundation via YouTube

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LoRA (Low-Rank Adaptation) Courses Fine-Tuning Courses ONNX Runtime Courses

Course Description

Overview

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Explore an end-to-end example of fine-tuning and inferencing Large Language Models (LLMs) using ONNX Runtime in this comprehensive workshop. Dive into the process of adapting latest LLMs like LLAMA, Mistral, and Zephyr for real-world applications. Learn how to leverage existing technologies for quick and simple setup. Gain hands-on experience using AzureML with the Azure Container for PyTorch (ACPT) environment, which includes cutting-edge tools like Deepspeed for distributed training and LoRA for efficient fine-tuning. Discover the capabilities of ONNX Runtime as a cross-platform inference and training machine-learning accelerator, understanding its potential for faster execution and portability across frameworks and devices.

Syllabus

Workshop: LLMs Fine Tuning and Inferencing Using ON... Abhishek Jindal, Sunghoon Choi & Kshama Pawar


Taught by

Linux Foundation

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