Deck 12 – Big Data & ML (LM11)

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Question

How does data snooping bias arise in model testing?

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Answer

By testing many models on the same data until one looks significant.

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Question

What is the key distinction between supervised and unsupervised learning?

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Answer

Supervised uses labeled outcomes; unsupervised finds patterns without labels.

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Question

How does supervised learning differ from unsupervised learning?

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Answer

Supervised uses labeled outcomes; unsupervised finds structure in unlabeled data.

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Question

In the CFA context, what does fintech mean within big data techniques?

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Answer

Technology-driven innovation in financial services.

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