Model Cards for Model Reporting скачать в хорошем качестве

Model Cards for Model Reporting

PATREON ►   / zazencodes   SECOND BRAIN ACCESS ► https://zazencodes.substack.com/ (Get access to my Second Brain Notes Repository on Notion by signing up for my Substack weekly video email) Model Cards are a powerful tool that promotes transparency, accountability, and regulatory compliance in Machine Learning & AI development. We explore what Model Cards are, why they're important, and how they can benefit both developers and users of ML systems. I walk through a practical demonstration of creating a Model Card for a linear regression house pricing model, using ChatGPT and the model-card-toolkit library. We'll cover key steps, including loading data, training the model, and documenting crucial information such as model details, evaluation metrics, ethical considerations, and more. 0:00 - Introduction 0:46 - What are model cards? 1:26 - Model card examples 3:14 - Why model cards are important 4:06 - Preparing a model for demonstration 8:08 - Creating a model card 9:50 - Automating model cards in python 12:33 - Summary and conclusion #datascience #machinelearning #ml #ai #python #coding