KuppingerCole Report
Leadership Brief
By Anne Bailey

Status and Advantages of Small Data Machine Learning Paradigms

Consider the relationship between Machine Learning (ML) and data consumption – is more always better? This Leadership Brief discusses the possible benefits of Small Data for ML, some technological approaches to get there, why you should still be cautious of Small Data, and recommendations on applying this practically.
By Anne Bailey
aba@kuppingercole.com

1 Executive Summary

Big data is the result of the ever-increasing number of devices, sensors, and people interacting and producing data. But in the interest of privacy an ...

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2 Analysis

Why Small Data?

Small Data seems counterintuitive when much of the attention is on Big Data, which is collected via smartphones, other IoT devices, ...

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3 Recommendations

Watch the Maturity Level

Small data in ML is not yet standard, but it has high potential to change the assumptions we have about the need for huge ...

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Copyright

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