43 lines
1.3 KiB
YAML
43 lines
1.3 KiB
YAML
concepts:
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- id: descriptive-statistics
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title: Descriptive Statistics
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description: 'Objective: Explain mean, median, and variance.
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Exercise: Summarize a small dataset.
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Descriptive Statistics introduces center and spread.'
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prerequisites: []
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mastery_signals:
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- Summarize a small dataset.
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mastery_profile: {}
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- id: probability-basics
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title: Probability Basics
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description: 'Objective: Explain conditional probability.
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Exercise: Compute a simple conditional probability.
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Probability Basics introduces events and likelihood.'
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prerequisites:
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- descriptive-statistics
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mastery_signals:
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- Compute a simple conditional probability.
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mastery_profile: {}
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- id: prior-and-posterior
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title: Prior And Posterior
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description: 'Prior and Posterior are central concepts. Prior reflects assumptions
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before evidence. Exercise: Compare prior and posterior beliefs.'
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prerequisites:
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- probability-basics
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mastery_signals:
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- Compare prior and posterior beliefs.
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mastery_profile: {}
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- id: model-checking
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title: Model Checking
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description: 'A weakness is hidden assumptions. A limitation is poor fit. Uncertainty
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remains. Exercise: Critique a simple inference model.'
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prerequisites:
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- prior-and-posterior
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mastery_signals:
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- Critique a simple inference model.
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mastery_profile: {}
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