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Machine learning terms, cheat sheets
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jzkyu committed Apr 2, 2024
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6 changes: 6 additions & 0 deletions docs/Public/MOC/Google Sheets cheat sheet.md
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Tool finder: `opt` + `\`

Move to beginning / end of row: `fn` + `left_arrow / right_arrow`
- Of sheet: `fn` + `opt` + `left_arrow / right_arrow

Switch sheets: `opt` + `up_arrow / down_arrow`
1 change: 1 addition & 0 deletions docs/Public/MOC/cheat sheets.md
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- [[GitHub cheat sheet]]
- [[circuit cheat sheet]]
- [[Notion cheat sheet]]
- [[Google Sheets cheat sheet]]

Syntax:
- [[LaTeX cheat sheet]]
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5 changes: 5 additions & 0 deletions docs/Public/Software/AI/dataset.md
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A *dataset* ([[set]] of [[data]]) is important for building [[machine learning]] models.

- 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
5 changes: 5 additions & 0 deletions docs/Public/Software/AI/dimensional data.md
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*Dimensional data* refers to to a [[dataset]] composed of individual, non-overlapping data elements.

The purpose of having *dimensional data* is for filtering, grouping, and labeling.

We want to reduce *high-dimensional data* into something smaller to reduce the complexity of computations.
1 change: 1 addition & 0 deletions docs/Public/Software/AI/feature engineering.md
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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.
5 changes: 5 additions & 0 deletions docs/Public/Software/AI/machine learning.md
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*Machine learning* is a subfield of [[artificial intelligence]] that involves building models for computers to help make intelligence decisions.

Usually when programming, you define the rules. But it isn't always known what those rules are, as some problems can be very complex.

*Machine learning* will identify those rules and patterns; learning a [[function]] that maps desired inputs and outputs.

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