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 d6459cb3a041..aa0ddaff60a6 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxdy/README.md
@@ -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> -->
 
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 e7495bfa6b72..58c03ea338ad 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxdy/README.md
@@ -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> -->
 
diff --git a/lib/node_modules/@stdlib/math/base/special/expf/README.md b/lib/node_modules/@stdlib/math/base/special/expf/README.md
index 71568e482cf3..80b55b251947 100644
--- a/lib/node_modules/@stdlib/math/base/special/expf/README.md
+++ b/lib/node_modules/@stdlib/math/base/special/expf/README.md
@@ -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.
diff --git a/lib/node_modules/@stdlib/math/base/special/expf/docs/img/equation_natural_exponential_function.svg b/lib/node_modules/@stdlib/math/base/special/expf/docs/img/equation_natural_exponential_function.svg
new file mode 100644
index 000000000000..e1bd442e986f
--- /dev/null
+++ b/lib/node_modules/@stdlib/math/base/special/expf/docs/img/equation_natural_exponential_function.svg
@@ -0,0 +1,17 @@
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="6.51ex" height="2.676ex" style="vertical-align: -0.671ex;" viewBox="0 -863.1 2802.9 1152.1" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" aria-labelledby="MathJax-SVG-1-Title">
+<title id="MathJax-SVG-1-Title">y equals e Superscript x</title>
+<defs aria-hidden="true">
+<path stroke-width="1" id="E1-MJMATHI-79" d="M21 287Q21 301 36 335T84 406T158 442Q199 442 224 419T250 355Q248 336 247 334Q247 331 231 288T198 191T182 105Q182 62 196 45T238 27Q261 27 281 38T312 61T339 94Q339 95 344 114T358 173T377 247Q415 397 419 404Q432 431 462 431Q475 431 483 424T494 412T496 403Q496 390 447 193T391 -23Q363 -106 294 -155T156 -205Q111 -205 77 -183T43 -117Q43 -95 50 -80T69 -58T89 -48T106 -45Q150 -45 150 -87Q150 -107 138 -122T115 -142T102 -147L99 -148Q101 -153 118 -160T152 -167H160Q177 -167 186 -165Q219 -156 247 -127T290 -65T313 -9T321 21L315 17Q309 13 296 6T270 -6Q250 -11 231 -11Q185 -11 150 11T104 82Q103 89 103 113Q103 170 138 262T173 379Q173 380 173 381Q173 390 173 393T169 400T158 404H154Q131 404 112 385T82 344T65 302T57 280Q55 278 41 278H27Q21 284 21 287Z"></path>
+<path stroke-width="1" id="E1-MJMAIN-3D" d="M56 347Q56 360 70 367H707Q722 359 722 347Q722 336 708 328L390 327H72Q56 332 56 347ZM56 153Q56 168 72 173H708Q722 163 722 153Q722 140 707 133H70Q56 140 56 153Z"></path>
+<path stroke-width="1" id="E1-MJMATHI-65" d="M39 168Q39 225 58 272T107 350T174 402T244 433T307 442H310Q355 442 388 420T421 355Q421 265 310 237Q261 224 176 223Q139 223 138 221Q138 219 132 186T125 128Q125 81 146 54T209 26T302 45T394 111Q403 121 406 121Q410 121 419 112T429 98T420 82T390 55T344 24T281 -1T205 -11Q126 -11 83 42T39 168ZM373 353Q367 405 305 405Q272 405 244 391T199 357T170 316T154 280T149 261Q149 260 169 260Q282 260 327 284T373 353Z"></path>
+<path stroke-width="1" id="E1-MJMATHI-78" d="M52 289Q59 331 106 386T222 442Q257 442 286 424T329 379Q371 442 430 442Q467 442 494 420T522 361Q522 332 508 314T481 292T458 288Q439 288 427 299T415 328Q415 374 465 391Q454 404 425 404Q412 404 406 402Q368 386 350 336Q290 115 290 78Q290 50 306 38T341 26Q378 26 414 59T463 140Q466 150 469 151T485 153H489Q504 153 504 145Q504 144 502 134Q486 77 440 33T333 -11Q263 -11 227 52Q186 -10 133 -10H127Q78 -10 57 16T35 71Q35 103 54 123T99 143Q142 143 142 101Q142 81 130 66T107 46T94 41L91 40Q91 39 97 36T113 29T132 26Q168 26 194 71Q203 87 217 139T245 247T261 313Q266 340 266 352Q266 380 251 392T217 404Q177 404 142 372T93 290Q91 281 88 280T72 278H58Q52 284 52 289Z"></path>
+</defs>
+<g stroke="currentColor" fill="currentColor" stroke-width="0" transform="matrix(1 0 0 -1 0 0)" aria-hidden="true">
+ <use xlink:href="#E1-MJMATHI-79" x="0" y="0"></use>
+ <use xlink:href="#E1-MJMAIN-3D" x="775" y="0"></use>
+<g transform="translate(1831,0)">
+ <use xlink:href="#E1-MJMATHI-65" x="0" y="0"></use>
+ <use transform="scale(0.707)" xlink:href="#E1-MJMATHI-78" x="659" y="583"></use>
+</g>
+</g>
+</svg>
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md
index 98dcd43b2451..7e1e42ca2186 100644
--- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md
@@ -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>
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 fae841025247..481b7b3c1c0c 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="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> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md b/lib/node_modules/@stdlib/stats/incr/nanmrmse/README.md
index 724d7f70a386..4f5ddd4ce4e8 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@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> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md b/lib/node_modules/@stdlib/stats/incr/nanmvariance/README.md
index 8b1f50cfd5c0..61bb94be24b0 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@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> -->
 
diff --git a/lib/node_modules/@stdlib/stats/incr/nanwmean/README.md b/lib/node_modules/@stdlib/stats/incr/nanwmean/README.md
index 8766f1a56525..8669e3f5ecb6 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@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> -->