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Update index.md
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vishrut-b authored Dec 27, 2024
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Expand Up @@ -141,15 +141,15 @@ EDA involved:
$$

Where :
- **\( Z \):** The Z-score, representing the normalized value of the feature. It indicates how many standard deviations a particular value (\( X \)) is from the mean (\( \mu \)).
- **\( X \):** The original value of the feature being normalized.
- **\( \mu \):** The mean (average) value of the feature, calculated as:
- **$Z$:** The Z-score, representing the normalized value of the feature. It indicates how many standard deviations a particular value (\( X \)) is from the mean (\( \mu \)).
- **$X$:** The original value of the feature being normalized.
- **$\mu$:** The mean (average) value of the feature, calculated as:
$$
\mu = \frac{\sum_{i=1}^{n} X_i}{n}
$$
where:
- \( n \): Number of data points.
- \( X_i \): Individual feature values.
- $n$: Number of data points.
- $X_i$: Individual feature values.

- **\( \sigma \):** The standard deviation of the feature, measuring the spread or variability of the data around the mean, calculated as:
$$
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