How to Mitigate AI Biases Using Data Contracts | Data Governance to Improve Data Quality

Опубликовано: 22 Февраль 2025
на канале: Data Science Dojo

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We will learn how low quality data leads to wrong predictions, failed language models and AI hallucinations. Data quality and data contracts provide a single surface for collaboration on data in a shared language, allow the data model to evolve in an agile and iterative way, and apply data governance incrementally where it’s needed for AI and ML systems.

Dive into the world of data quality and data contracts — API-based agreements between data producers and consumers that capture the data’s schema, semantics, distribution, and enforcement policies.

About Speaker:

Chad Sanderson is a lead of data platform team ‪@convoy4850‬ and lead of AI platform team @‪@Microsoft‬

We’ll explore how organizations can leverage data contracts to ensure Artificial Intelligence systems are trained on trustworthy and well-governed datasets.

Table of Contents:
0:00 – Introduction
2:00 – What does AI Evangelist imagine?
5:46 – What happens if the data quality is low?
7:38 – How to avoid complex data
12:50 – How to avoid low-quality data
20:46 – Using data contract to avoid AI biases
30:39 – Enforcement mechanism
35:00 – Contract pipeline
35:57 – Monitoring
41:00 – QnA

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#dataquality #datacontract #AIbiases #datagovernance