Model Cards for Model Reporting
Автор: ZazenCodes
Загружено: 2024-02-13
Просмотров: 1283
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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
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