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There are many datasets released on the internet. Authors of many of these datasets state that the datasets are strictly for academic usage and not for commercial purposes. Although some datasets are released for both academic and commercial use, many of them are restricted from commercial use.

If someone uses many of these academic datasets to train a model and then offers this trained model as a REST-API based Cloud service to earn a profit, then what is the way to find out that he or she used academic datasets to train the model? Many people might be already using academic datasets to earn a profit?

Similarly, If I collected data from many of my friends and family and published it for the academic research community and did not allow license for commercial purposes, then someone might use this data to build products and sell it commercially? How can we find that my dataset was used unethically? My friends and family might not give their data as they won't like someone to earn a profit from their data?

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Devashish Prasad is a new contributor to this site. Take care in asking for clarification, commenting, and answering. Check out our Code of Conduct.
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One approach would be to use a record search engine to identify those records that could match your own records.
In addition, in my opinion, it would be a good idea to include identifier data records in your own publicated data records, which could make it easier to identify your own data in case of doubt.

Starting points for the search could be:
European Data Journalism
European Dataportal
EU Open Data Portal
Google Dataset Search

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