Data Quality Assurance

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Type of course:

Digital learning, Lesson

Language:

EN

Duration:

15 minutes

Workload:

2 hours

Proficiency:

Intermediate

Target:

Professionals, Students

This Nugget presents the concept of Data Quality Assurance, its basics, rules and good practices. It explains how, and why, data quality checks are used to enhance the usage o machine learning models. 

Learning outcomes

After completing the learning nugget, the trainee understands how data quality assurance is part of the larger data management effort.
The trainee knows the basic types of data quality assurance tests.
The trainee knows how data quality assurance policies are used to ensure ML model performance and trace failures.

Course Content

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Data Quality Assurance 12 Unities | 1 Quiz

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Single module Content

0% Complete 0/12 Steps

Data Quality Assurance

Data Quality Assurance

What is Data Quality Assurance?

Why do we need Data Quality Assurance

Data Quality Assurance Checks

Examples of Data Quality Assurance Rules - Single Values and Columns

Examples for Data Quality Assurance Rules - Rows and Structured Data

Data QA Monitoring

Data QA Profiling

Data QA Policies

Data Quality Assurance - Assessment

Summary and Credits

Topics

Digital Transformation, Big Data, Data mining, Data Analytics

Provided by

INESC TEC
EIT Manufacturing

Content created in 2022

+223 enrolled

Free

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Course Includes

1 Quiz

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