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Bringing LLMs Everywhere Through Machine Learning Compilation

The ASF via YouTube

Overview

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Explore the groundbreaking MLC-LLM project, an open-source initiative based on Apache TVM that enables running large language models (LLMs) on various devices, including PCs, mobile devices, and WebGPU with GPU acceleration. Delve into the challenges of deploying computationally intensive LLMs beyond traditional server environments with cloud GPUs. Learn how machine learning compilation techniques are revolutionizing the accessibility of generative AI and LLMs, potentially transforming numerous domains by bringing these powerful models to a wider range of devices and platforms.

Syllabus

Bringing Llm To Everywhere Via Machine Learning Compilation

Taught by

The ASF

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