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Data Iceberg Model for Machine Learning

One of the pitfalls to developing production-ready machine learning solutions is the failure to identify the appropriate data assets. In evaluating the data assets to be used for your project, use the Data Iceberg Model approach to determine the underlying (i.e. not visible) structures that triggered the creation of the dataset. The following Data Iceberg Model can be used to evaluate the quality & limitations of the data used to train your machine learning models.
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Systems Thinking Resources

Systems thinking is a discipline used to understand systems to provide a desired effect. It provides methods for "seeing wholes and a framework for seeing interrelationships rather than things, for seeing patterns of change rather than static snapshots." The intent is to increase understanding and determine the point of “highest leverage”, the places in the system where a small changes can make a big impact.
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The Iceberg (Worksheet)

Employing The Iceberg Method to problem-solving will lay a foundation for creating long-term, sustainable solutions.