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Machine learning terms, cheat sheets
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Tool finder: `opt` + `\` | ||
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Move to beginning / end of row: `fn` + `left_arrow / right_arrow` | ||
- Of sheet: `fn` + `opt` + `left_arrow / right_arrow | ||
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Switch sheets: `opt` + `up_arrow / down_arrow` |
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A *dataset* ([[set]] of [[data]]) is important for building [[machine learning]] models. | ||
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- Completeness: contains all relevant features or observations necessary for a given task | ||
- Size: large enough set for patterns to be relevant | ||
- Validity: contains accurate labels |
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*Dimensional data* refers to to a [[dataset]] composed of individual, non-overlapping data elements. | ||
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The purpose of having *dimensional data* is for filtering, grouping, and labeling. | ||
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We want to reduce *high-dimensional data* into something smaller to reduce the complexity of computations. |
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*Feature engineering* transforms [[raw data]] into a more effective, useful set of inputs that a model i.e. [[machine learning]] can use. |
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*Machine learning* is a subfield of [[artificial intelligence]] that involves building models for computers to help make intelligence decisions. | ||
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Usually when programming, you define the rules. But it isn't always known what those rules are, as some problems can be very complex. | ||
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*Machine learning* will identify those rules and patterns; learning a [[function]] that maps desired inputs and outputs. |