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DeepLearning.AI

Younes Belkada

Marc Sun

In this course, you will learn how to compress models using linear quantization and downcasting techniques. You will gain a foundation in quantization methods, enabling you to optimize generative AI models for better performance on various devices. By the end of the course, you will be able to apply these techniques to your own models, making them more efficient and accessible.

Quantization Fundamentals with Hugging Face

Learn the basics of model quantization and its importance in AI model optimization.

Introduction to Quantization

Understand linear quantization and how it can be applied to compress models using the Quanto library.

Linear Quantization

Learn about downcasting and how to use the Transformers library to load models in the BFloat16 data type.

Downcasting with Transformers

Practice quantizing open source multimodal and language models to make them more efficient.

Practical Applications

Learn how to compress models with the Hugging Face Transformers library and the Quanto library. This course covers linear quantization and downcasting techniques to make generative AI models more efficient and accessible.

Individuals with a basic understanding of machine learning concepts who want to learn about model quantization.

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Quantization Fundamentals with Hugging Face

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