Ask HN: How do you collect training data for Machine Learning

I am curious how small companies (or resarchers&#x2F;individuals&#x2F;hobbyists) get their training data.<p>Do you Amazon&#x27;s Mechanical Turk. Do you use any other service.<p>What do you find lacking in those services.