Here are some useful resources developed with partners or personal experiences.

Data Science

Analytics Training

If you are interested in learning more about data science and different techniques this free course provides both a general understanding of key terminology and also usage of open source packages like python and Jupyter Notebook.

Analytics Tools

It is not necessary to have a powerful computer to run heavy Machine learning models. There are several cloud solutions available running Jupyter notebooks. To start experimenting here is a free option. Combined with the course it is a nice combination.

If you are less of a programmer but prefer a visual based tool with easy to use interface with many sample projects an alternative is KNIME which is free when installing on the PC.


Self-soverign Identity (SSI) and Decentralized Ledger Technology (DLT)

Wanting to better understand how you can use SSI or DLT. For an open source demonstration of the technology check this collaboration between Linaltec and iGrant.

Anonymization Tools

Anonymizing private data is important either when storing or when sharing. These are some tools to help not only in the anonymization but also risk assessment. The risk assessment helps understand how safe is the anonymization or generalization to avoid re-identification.

The tools used in KNIME were based on Arx, an open source project.