diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md b/lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md
index f95a51f9f5ad..d6459cb3a041 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
 \mathbf{w} = \mathbf{x} \oslash \mathbf{y}
 ```
 
+<!-- <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.">
+    <br>
+</div> -->
+
 <!-- </equation> -->
 
 where `⊘` denotes the [Hadamard division][hadamard-division].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwxdy/docs/img/equation_wxdy.svg b/lib/node_modules/@stdlib/blas/ext/base/dwxdy/docs/img/equation_wxdy.svg
new file mode 100644
index 000000000000..007934884926
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxdy/docs/img/equation_wxdy.svg
@@ -0,0 +1,17 @@
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="10.692ex" height="2.343ex" style="vertical-align: -0.671ex;" viewBox="0 -719.6 4603.5 1008.6" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" aria-labelledby="MathJax-SVG-1-Title">
+<title id="MathJax-SVG-1-Title">bold w equals bold x circled-division-slash bold y</title>
+<defs aria-hidden="true">
+<path stroke-width="1" id="E1-MJMAINB-77" d="M624 444Q636 441 722 441Q797 441 800 444H805V382H741L593 11Q592 10 590 8T586 4T584 2T581 0T579 -2T575 -3T571 -3T567 -4T561 -4T553 -4H542Q525 -4 518 6T490 70Q474 110 463 137L415 257L367 137Q357 111 341 72Q320 17 313 7T289 -4H277Q259 -4 253 -2T238 11L90 382H25V444H32Q47 441 140 441Q243 441 261 444H270V382H222L310 164L382 342L366 382H303V444H310Q322 441 407 441Q508 441 523 444H531V382H506Q481 382 481 380Q482 376 529 259T577 142L674 382H617V444H624Z"></path>
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+</defs>
+<g stroke="currentColor" fill="currentColor" stroke-width="0" transform="matrix(1 0 0 -1 0 0)" aria-hidden="true">
+ <use xlink:href="#E1-MJMAINB-77" x="0" y="0"></use>
+ <use xlink:href="#E1-MJMAIN-3D" x="1109" y="0"></use>
+ <use xlink:href="#E1-MJMAINB-78" x="2165" y="0"></use>
+ <use xlink:href="#E1-MJMAIN-2298" x="2995" y="0"></use>
+ <use xlink:href="#E1-MJMAINB-79" x="3996" y="0"></use>
+</g>
+</svg>
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md b/lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md
index aa79d70fe101..e7495bfa6b72 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
 \mathbf{w} = \mathbf{x} \oslash \mathbf{y}
 ```
 
+<!-- <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.">
+    <br>
+</div> -->
+
 <!-- </equation> -->
 
 where `⊘` denotes the [Hadamard division][hadamard-division].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxdy/docs/img/equation_wxdy.svg b/lib/node_modules/@stdlib/blas/ext/base/swxdy/docs/img/equation_wxdy.svg
new file mode 100644
index 000000000000..007934884926
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxdy/docs/img/equation_wxdy.svg
@@ -0,0 +1,17 @@
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="10.692ex" height="2.343ex" style="vertical-align: -0.671ex;" viewBox="0 -719.6 4603.5 1008.6" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" aria-labelledby="MathJax-SVG-1-Title">
+<title id="MathJax-SVG-1-Title">bold w equals bold x circled-division-slash bold y</title>
+<defs aria-hidden="true">
+<path stroke-width="1" id="E1-MJMAINB-77" d="M624 444Q636 441 722 441Q797 441 800 444H805V382H741L593 11Q592 10 590 8T586 4T584 2T581 0T579 -2T575 -3T571 -3T567 -4T561 -4T553 -4H542Q525 -4 518 6T490 70Q474 110 463 137L415 257L367 137Q357 111 341 72Q320 17 313 7T289 -4H277Q259 -4 253 -2T238 11L90 382H25V444H32Q47 441 140 441Q243 441 261 444H270V382H222L310 164L382 342L366 382H303V444H310Q322 441 407 441Q508 441 523 444H531V382H506Q481 382 481 380Q482 376 529 259T577 142L674 382H617V444H624Z"></path>
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+<path stroke-width="1" id="E1-MJMAINB-78" d="M227 0Q212 3 121 3Q40 3 28 0H21V62H117L245 213L109 382H26V444H34Q49 441 143 441Q247 441 265 444H274V382H246L281 339Q315 297 316 297Q320 297 354 341L389 382H352V444H360Q375 441 466 441Q547 441 559 444H566V382H471L355 246L504 63L545 62H586V0H578Q563 3 469 3Q365 3 347 0H338V62H366Q366 63 326 112T285 163L198 63L217 62H235V0H227Z"></path>
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+</defs>
+<g stroke="currentColor" fill="currentColor" stroke-width="0" transform="matrix(1 0 0 -1 0 0)" aria-hidden="true">
+ <use xlink:href="#E1-MJMAINB-77" x="0" y="0"></use>
+ <use xlink:href="#E1-MJMAIN-3D" x="1109" y="0"></use>
+ <use xlink:href="#E1-MJMAINB-78" x="2165" y="0"></use>
+ <use xlink:href="#E1-MJMAIN-2298" x="2995" y="0"></use>
+ <use xlink:href="#E1-MJMAINB-79" x="3996" y="0"></use>
+</g>
+</svg>
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md
index 7f7e34c41c27..fae841025247 100644
--- a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md
@@ -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="" alt="Equation for the 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.">
     <br>
 </div> -->
 
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg
new file mode 100644
index 000000000000..7a62c3a10932
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg
@@ -0,0 +1,85 @@
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+<title id="MathJax-SVG-1-Title">StartFraction partial-differential script l Over partial-differential w EndFraction equals StartLayout Enlarged left-brace 1st Row 1st Column minus 2 y left-parenthesis t minus y p right-parenthesis x 2nd Column if y p less-than-or-equal-to t 2nd Row 1st Column 0 2nd Column otherwise EndLayout</title>
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diff --git a/lib/node_modules/@stdlib/stats/incr/nanmprod/README.md b/lib/node_modules/@stdlib/stats/incr/nanmprod/README.md
index f016a2fcd472..7c522d175b08 100644
--- a/lib/node_modules/@stdlib/stats/incr/nanmprod/README.md
+++ b/lib/node_modules/@stdlib/stats/incr/nanmprod/README.md
@@ -33,7 +33,7 @@ For a window of size `W`, the moving product is defined as
 ```
 
 <!-- <div class="equation" align="center" data-raw-text="\prod_{i=0}^{W-1} x_i" data-equation="eq:moving_product">
-    <img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@49d8cabda84033d55d7b8069f19ee3dd8b8d1496/lib/node_modules/@stdlib/stats/incr/nanmprod/docs/img/equation_moving_product.svg" alt="Equation for the moving product.">
+    <img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@1495d4a237957ca297acd5f5cdfa294591164e73/lib/node_modules/@stdlib/stats/incr/nanmprod/docs/img/equation_moving_product.svg" alt="Equation for the moving product.">
     <br>
 </div> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md b/lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md
index 7f836d2e1a40..724d7f70a386 100644
--- a/lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md
+++ b/lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md
@@ -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@6c360ad04d4b48c623a626d13723b4dc33ff0e8e/lib/node_modules/@stdlib/stats/incr/mrmse/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@e72895028e08bd5faa19a580deaf380c3ff38e42/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> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/img/equation_root_mean_squared_error.svg b/lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/img/equation_root_mean_squared_error.svg
new file mode 100644
index 000000000000..4e8a0dcf5b6a
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/img/equation_root_mean_squared_error.svg
@@ -0,0 +1,75 @@
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diff --git a/lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md b/lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md
index 102a1cbb8f24..8b1f50cfd5c0 100644
--- a/lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md
+++ b/lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md
@@ -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@49d8cabda84033d55d7b8069f19ee3dd8b8d1496/lib/node_modules/@stdlib/stats/incr/mvariance/docs/img/equation_unbiased_sample_variance.svg" alt="Equation for the 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.">
     <br>
 </div> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanmvariance/docs/img/equation_unbiased_sample_variance.svg b/lib/node_modules/@stdlib/stats/incr/nanmvariance/docs/img/equation_unbiased_sample_variance.svg
new file mode 100644
index 000000000000..f4722f986a70
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+++ b/lib/node_modules/@stdlib/stats/incr/nanmvariance/docs/img/equation_unbiased_sample_variance.svg
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+<title id="MathJax-SVG-1-Title">s squared equals StartFraction 1 Over upper W minus 1 EndFraction sigma-summation Underscript i equals 0 Overscript upper W minus 1 Endscripts left-parenthesis x Subscript i Baseline minus x overbar right-parenthesis squared</title>
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diff --git a/lib/node_modules/@stdlib/stats/incr/nanwmean/README.md b/lib/node_modules/@stdlib/stats/incr/nanwmean/README.md
index e1eab3c6d45b..8766f1a56525 100644
--- a/lib/node_modules/@stdlib/stats/incr/nanwmean/README.md
+++ b/lib/node_modules/@stdlib/stats/incr/nanwmean/README.md
@@ -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@adbea9806383f70c982e3191475c874efba1296b/lib/node_modules/@stdlib/stats/incr/wmean/docs/img/equation_weighted_arithmetic_mean.svg" alt="Equation for the 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.">
     <br>
 </div> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanwmean/docs/img/equation_weighted_arithmetic_mean.svg b/lib/node_modules/@stdlib/stats/incr/nanwmean/docs/img/equation_weighted_arithmetic_mean.svg
new file mode 100644
index 000000000000..6753bd6404ed
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/incr/nanwmean/docs/img/equation_weighted_arithmetic_mean.svg
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