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2 changes: 1 addition & 1 deletion lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md
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Expand Up @@ -33,7 +33,7 @@ This BLAS extension implements the operation
```

<!-- <div class="equation" align="center" data-raw-text="\mathbf{w} = \mathbf{x} \oslash \mathbf{y}" data-equation="eq:wxdy">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@e72895028e08bd5faa19a580deaf380c3ff38e42/lib/node_modules/@stdlib/blas/ext/base/dwxdy/docs/img/equation_wxdy.svg" alt="Equation for wxdy operation.">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@b51ebff8a15e9d9cf8d9bb64d569d709f45fc994/lib/node_modules/@stdlib/blas/ext/base/dwxdy/docs/img/equation_wxdy.svg" alt="Equation for wxdy operation.">
<br>
</div> -->

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2 changes: 1 addition & 1 deletion lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md
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Expand Up @@ -33,7 +33,7 @@ This BLAS extension implements the operation
```

<!-- <div class="equation" align="center" data-raw-text="\mathbf{w} = \mathbf{x} \oslash \mathbf{y}" data-equation="eq:wxdy">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@e72895028e08bd5faa19a580deaf380c3ff38e42/lib/node_modules/@stdlib/blas/ext/base/swxdy/docs/img/equation_wxdy.svg" alt="Equation for wxdy operation.">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@b51ebff8a15e9d9cf8d9bb64d569d709f45fc994/lib/node_modules/@stdlib/blas/ext/base/swxdy/docs/img/equation_wxdy.svg" alt="Equation for wxdy operation.">
<br>
</div> -->

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5 changes: 5 additions & 0 deletions lib/node_modules/@stdlib/math/base/special/expf/README.md
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Expand Up @@ -32,6 +32,11 @@ The natural [exponential function][exponential-function] is defined as
y = e^x
```

<!-- <div class="equation" align="center" data-raw-text="y = e^x" data-equation="eq:natural_exponential_function">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@3a6b2fe467c920a88f281944d6eb9370eb5cc4cb/lib/node_modules/@stdlib/math/base/special/expf/docs/img/equation_natural_exponential_function.svg" alt="Natural exponential function definition">
<br>
</div> -->

<!-- </equation> -->

where `e` is [Euler's][@stdlib/constants/float32/e] number.
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Expand Up @@ -26,12 +26,17 @@ limitations under the License.

The [hinge loss gradient][hinge-loss-gradient] is defined as

<!-- <equation class="equation" label="eq:hinge_loss_gradient" align="center" raw="\frac{\partial \ell}{\partial w_i} = \begin{cases} -yx_i & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases}" alt="Equation for the hinge loss gradient."> -->
<!-- <equation class="equation" label="eq:hinge_loss_gradient" align="center" raw="\frac{\partial \ell}{\partial w} = \begin{cases} -yx & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases}" alt="Equation for the hinge loss gradient."> -->

```math
\frac{\partial \ell}{\partial w_i} = \begin{cases} -yx_i & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases}
\frac{\partial \ell}{\partial w} = \begin{cases} -yx & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases}
```

<!-- <div class="equation" align="center" data-raw-text="\frac{\partial \ell}{\partial w} = \begin{cases} -yx &amp; \text{if } yp \leq t \\ 0 &amp; \text{otherwise} \end{cases}" data-equation="eq:hinge_loss_gradient">
<img src="" alt="Equation for the hinge loss gradient.">
<br>
</div> -->

<!-- </equation> -->

</section>
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Expand Up @@ -33,7 +33,7 @@ The [squared hinge loss gradient][squared-hinge-loss-gradient] is defined as
```

<!-- <div class="equation" align="center" data-raw-text="\frac{\partial \ell}{\partial w} = \begin{cases} -2y(t - yp)x &amp; \text{if } yp \leq t \\ 0 &amp; \text{otherwise} \end{cases}" data-equation="eq:squared_hinge_loss_gradient">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@e72895028e08bd5faa19a580deaf380c3ff38e42/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg" alt="Equation for the squared hinge loss gradient.">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@b51ebff8a15e9d9cf8d9bb64d569d709f45fc994/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg" alt="Equation for the squared hinge loss gradient.">
<br>
</div> -->

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2 changes: 1 addition & 1 deletion lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md
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Expand Up @@ -33,7 +33,7 @@ For a window of size `W`, the [**root mean squared error**][root-mean-squared-er
```

<!-- <div class="equation" align="center" data-raw-text="\operatorname{RMSE} = \sqrt{ \frac{1}{W} \sum_{i=0}^{W-1} (y_i - x_i)^2 }" data-equation="eq:root_mean_squared_error">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@e72895028e08bd5faa19a580deaf380c3ff38e42/lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/img/equation_root_mean_squared_error.svg" alt="Equation for the root mean squared error.">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@b51ebff8a15e9d9cf8d9bb64d569d709f45fc994/lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/img/equation_root_mean_squared_error.svg" alt="Equation for the root mean squared error.">
<br>
</div> -->

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2 changes: 1 addition & 1 deletion lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md
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Expand Up @@ -33,7 +33,7 @@ s^2 = \frac{1}{W-1} \sum_{i=0}^{W-1} ( x_i - \bar{x} )^2
```

<!-- <div class="equation" align="center" data-raw-text="s^2 = \frac{1}{W-1} \sum_{i=0}^{W-1} ( x_i - \bar{x} )^2" data-equation="eq:unbiased_sample_variance">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@e72895028e08bd5faa19a580deaf380c3ff38e42/lib/node_modules/@stdlib/stats/incr/nanmvariance/docs/img/equation_unbiased_sample_variance.svg" alt="Equation for the unbiased sample variance.">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@b51ebff8a15e9d9cf8d9bb64d569d709f45fc994/lib/node_modules/@stdlib/stats/incr/nanmvariance/docs/img/equation_unbiased_sample_variance.svg" alt="Equation for the unbiased sample variance.">
<br>
</div> -->

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2 changes: 1 addition & 1 deletion lib/node_modules/@stdlib/stats/incr/nanwmean/README.md
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Expand Up @@ -33,7 +33,7 @@ The [weighted arithmetic mean][weighted-arithmetic-mean] is defined as
```

<!-- <div class="equation" align="center" data-raw-text="\bar{x} = \frac{\displaystyle\sum_{i=0}^{n-1} w_{i} x_{i}}{\displaystyle\sum_{i=0}^{n-1} w_{i}}" data-equation="eq:weighted_arithmetic_mean">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@e72895028e08bd5faa19a580deaf380c3ff38e42/lib/node_modules/@stdlib/stats/incr/nanwmean/docs/img/equation_weighted_arithmetic_mean.svg" alt="Equation for the weighted arithmetic mean.">
<img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@b51ebff8a15e9d9cf8d9bb64d569d709f45fc994/lib/node_modules/@stdlib/stats/incr/nanwmean/docs/img/equation_weighted_arithmetic_mean.svg" alt="Equation for the weighted arithmetic mean.">
<br>
</div> -->

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