Requirement

Article 10.1: Quality criteria of training data sets

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High-risk AI systems which make use of techniques involving the training of AI models with data shall be developed on the basis of training, validation and testing data sets that meet the quality criteria referred to in paragraphs 2 to 5 whenever such data sets are used.

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This requirement is part of the framework:  
AI Act (Base)
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Best practices
How to implement:
Article 10.1: Quality criteria of training data sets
This policy on
Article 10.1: Quality criteria of training data sets
provides a set concrete tasks you can complete to secure this topic. Follow these best practices to ensure compliance and strengthen your overall security posture.

High-risk AI systems which make use of techniques involving the training of AI models with data shall be developed on the basis of training, validation and testing data sets that meet the quality criteria referred to in paragraphs 2 to 5 whenever such data sets are used.

Read below what concrete actions you can take to improve this ->
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How to improve security around this topic

In Cyberday, requirements and controls are mapped to universal tasks. A set of tasks in the same topic create a Policy, such as this one.

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Article 10.1: Quality criteria of training data sets
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Priority
Task completes
Complete these tasks to increase your compliance in this policy.
Critical
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How to comply with this requirement

In Cyberday, requirements and controls are mapped to universal tasks. Each requirement is fulfilled with one or multiple tasks.

Here's a list of tasks that help you comply with the requirement
Article 10.1: Quality criteria of training data sets
of the framework  
AI Act (Base)
Task name
Priority
Task completes
Complete these tasks to increase your compliance in this policy.
Critical
AI system listing and applicable AI transparency obligations
Critical
High
Normal
Low
3
requirements
AI governance
Transparency and user communication

AI system listing and applicable AI transparency obligations

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

AI system data quality standards
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

AI system data quality standards

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

Data management procedures for AI system development
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

Data management procedures for AI system development

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

Data preparation criteria and methods
Critical
High
Normal
Low
1
requirements
AI governance
AI data and model governance

Data preparation criteria and methods

Completing this task also progresses your compliance in all of the following frameworks and requirements. Cyberday automatically maps completed tasks to all of these current and future frameworks - so you do not have to do it again!

The ISMS component hierachy

When building an ISMS, it's important to understand the different levels of information hierarchy. Here's how Cyberday is structured.

Framework

Sets the overall compliance standard or regulation your organization needs to follow.

Requirements

Break down the framework into specific obligations that must be met.

Tasks

Concrete actions and activities your team carries out to satisfy each requirement.

Policies

Documented rules and practices that are created and maintained as a result of completing tasks.

Never duplicate effort. Do it once - improve compliance across frameworks.

Reach multi-framework compliance in the simplest possible way
Security frameworks tend to share the same core requirements - like risk management, backup, malware, personnel awareness or access management.
Cyberday maps all frameworks’ requirements into shared tasks - one single plan that improves all frameworks’ compliance.
Do it once - we automatically apply it to all current and future frameworks.