# kaal:claim:3128900-002

**Claim.** Supervised machine learning currently depends on labelled data produced by micro task work, because unsupervised and reinforcement learning remain more complex and less relied upon for AI development.

**Type.** mechanism  **Support.** argued

**Holds when.**

- current state of machine learning practice
- may change as unsupervised and reinforcement learning evolve

**Source quote.**

> While this may change as unsupervised and reinforcement learning evolve, currently, supervised learning depends on labelled data that is produced via micro task work.

**From.** Wulf A. Kaal, *Decentralized Mechanical Turk Through Verified Reputation* (2018), 1 Problems in Centralized Mechanical Turk, page 6

**Cite as.** Wulf A. Kaal, Decentralized Mechanical Turk Through Verified Reputation (2018). SSRN: https://ssrn.com/abstract=3128900

**Verify.** sha256 of source PDF `381d72e85d976e2af852e8ec3bba87bc6a05ccb3349a2c3dd6f9e64de96ab4b0` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202018%20-%20Decentralized%20Mechanical%20Turk%20Through%20Verified%20Reputation.pdf

**Topics.** ai-and-agents

**Keywords.** supervised-learning, labelled-data, micro-tasks, artificial-intelligence

**Related claims.**

- extended_by: https://wulfkaal.github.io/claims/4734750-031
- extended_by: https://wulfkaal.github.io/claims/4734750-032

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