[D] My cookbook for data creation

I don't think we talk enough about how to create good data. Models and even deployments are more sexy than data creation, let's change this! Here's my conceptual framework for data creation:

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1. define success in business terms
2. map the data with stakeholders for buy in
3. rapid prototype from data to deployment
4. iterate on dataset creation

Techniques to get more data bang for buck:

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1. weak supervision
2. active learning

Considerations around dataset creation:

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data data creation machinelearning