The Hugging Face Model Size Chrome extension provides essential information for machine learning practitioners by displaying the size of models listed on Hugging Face. This handy tool integrates seamlessly with your browser, allowing quick reference without navigating away from your work. Users can efficiently understand model sizes, which is crucial for optimizing resource allocation and project planning in ML workflows.