---
title: "Discussion on \"Assessing Pre-training Bias with AWS SageMaker Clarify\" | Hashnode"
description: "Discussion on \"Assessing Pre-training Bias with AWS SageMaker Clarify\". Introduction\nIn the previous article, we discussed why explaining machine learning (ML) models is as important as their performance and how it benefits all the stakeholders. Now, we are going to see what explainability and fairness of ML models requi..."
url: "https://hashnode.com/posts/measuring-pre-training-bias-of-datasets-using-sagemaker-clarify/659e9f880eed07cff28a30c5"
---

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Discussion

# [Assessing Pre-training Bias with AWS SageMaker Clarify](https://blog.datachef.co/measuring-pre-training-bias-of-datasets-using-sagemaker-clarify?utm_source=hashnode&utm_medium=feed)

Introduction In the previous article, we discussed why explaining machine learning (ML) models is as important as their performance and how it benefits all the stakeholders. Now, we are going to see what explainability and fairness of ML models requi...

Feb 7, 2022 · 16 min read · blog.datachef.co  
Read the article

-   [#bias-detection](https://hashnode.com/tag/bias-detection)
-   [#machine-learning](https://hashnode.com/tag/machine-learning)
-   [#explainability](https://hashnode.com/tag/explainability)
-   [#sagemaker](https://hashnode.com/tag/sagemaker)

## Written by

[DataChef](https://hashnode.com/@DataChefHQ)

@DataChefHQ · Amsterdam, NL

  
[View profile](https://hashnode.com/@DataChefHQ)

We are DataChef! We help modern marketing and sales teams by demystifying data and simplifying information.

DataChef, founded in 2019, is a boutique consultancy specializing in AI and data management. With a diverse team of 20, we focus on developing Data Mesh, Data Lake, and predictive analytics solutions via AWS, improving operational efficiency, and creating industry-specific machine learning applications.

## Responses

Markdown supported · ⌘↵ to post

[Mohsen Davarynejad](https://hashnode.com/@mdavarynejad)

[Jan 24, 2024](https://hashnode.com/posts/measuring-pre-training-bias-of-datasets-using-sagemaker-clarify/659e9f880eed07cff28a30c5/comment/65b172139ec2fff0c7aee969)

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