diff --git a/CHANGELOG.md b/CHANGELOG.md
index ac0d4fe15fa..fd0db843bf9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,6 +3,7 @@
 **Bug fixes**
 
 - Fixed bug in `EuiBasicTable` not fully expanding tall rows (height > 1000px) ([#3855](https://github.com/elastic/eui/pull/3855))
+- Added `regressionJob`, `outlierDetectionJob` and `classificationJob` icons to Machine Learning icon set, updated others. ([#3931](https://github.com/elastic/eui/pull/3931))
 
 ## [`28.2.0`](https://github.com/elastic/eui/tree/v28.2.0)
 
diff --git a/src-docs/src/views/icon/ml.js b/src-docs/src/views/icon/ml.js
index 826e47ed92d..d77a1a74f37 100644
--- a/src-docs/src/views/icon/ml.js
+++ b/src-docs/src/views/icon/ml.js
@@ -23,8 +23,11 @@ import {
 const iconTypes = [
   'dataVisualizer',
   'createAdvancedJob',
+  'classificationJob',
   'createMultiMetricJob',
+  'outlierDetectionJob',
   'createPopulationJob',
+  'regressionJob',
   'createSingleMetricJob',
 ];
 
diff --git a/src/components/icon/__snapshots__/icon.test.tsx.snap b/src/components/icon/__snapshots__/icon.test.tsx.snap
index 6ac4dc3f050..13dc9ab3dee 100644
--- a/src/components/icon/__snapshots__/icon.test.tsx.snap
+++ b/src/components/icon/__snapshots__/icon.test.tsx.snap
@@ -1069,6 +1069,27 @@ exports[`EuiIcon props type cheer is rendered 1`] = `
 </svg>
 `;
 
+exports[`EuiIcon props type classificationJob is rendered 1`] = `
+<svg
+  aria-hidden="true"
+  class="euiIcon euiIcon--medium euiIcon--app euiIcon-isLoaded"
+  focusable="false"
+  height="32"
+  role="img"
+  viewBox="0 0 32 32"
+  width="32"
+  xmlns="http://www.w3.org/2000/svg"
+>
+  <path
+    d="M7 16v5h2.038a13.179 13.179 0 000 2H7v5H5v-5H0v-2h5v-5h2zM7 0v5h5v2H7v5H5V7H0V5h5V0h2zm16 0v5h5v2h-5v2.038a13.179 13.179 0 00-2 0V7h-5V5h5V0h2z"
+  />
+  <path
+    class="euiIcon__fillSecondary"
+    d="M22 10c3.073 0 5.877 1.155 8 3.056v3.252A9.82 9.82 0 1016.307 30h-3.251A11.955 11.955 0 0110 22c0-6.627 5.373-12 12-12zm1 8v3h3v2h-3v3h-2v-3h-3v-2h3v-3h2z"
+  />
+</svg>
+`;
+
 exports[`EuiIcon props type clock is rendered 1`] = `
 <svg
   aria-hidden="true"
@@ -1316,7 +1337,7 @@ exports[`EuiIcon props type createAdvancedJob is rendered 1`] = `
   />
   <path
     class="euiIcon__fillSecondary"
-    d="M23 15h-6V9h-2v6H9v2h6v6h2v-6h6zM20 25h2v7h-2zM25 20h2v12h-2zM30 23h2v9h-2z"
+    d="M27 20v12h-2V20h2zm-5 4v8h-2v-8h2zm10-2v10h-2V22h2zM17 9v6h6v2h-6v6h-2v-6H9v-2h6V9h2z"
   />
 </svg>
 `;
@@ -1333,11 +1354,11 @@ exports[`EuiIcon props type createMultiMetricJob is rendered 1`] = `
   xmlns="http://www.w3.org/2000/svg"
 >
   <path
-    d="M30.976 10.41a6.23 6.23 0 01-1.75.715 12.979 12.979 0 010 9.75 6.23 6.23 0 011.75.716 14.984 14.984 0 000-11.182zM12.125 3.764a12.979 12.979 0 019.75 0 6.23 6.23 0 01.716-1.75 14.984 14.984 0 00-11.182 0 6.23 6.23 0 01.716 1.75zM3.824 16c-.005-1.67.315-3.326.94-4.875a6.061 6.061 0 01-1.74-.716 14.861 14.861 0 000 11.182 6.061 6.061 0 011.74-.716A12.932 12.932 0 013.825 16zm18.051 12.235a12.979 12.979 0 01-9.75 0 6.061 6.061 0 01-.716 1.741 14.861 14.861 0 0011.182 0 6.061 6.061 0 01-.716-1.74z"
+    class="euiIcon__fillSecondary"
+    d="M4 24a4 4 0 110 8 4 4 0 010-8zm24 0a4 4 0 110 8 4 4 0 010-8zM4 26a2 2 0 100 4 2 2 0 000-4zm24 0a2 2 0 100 4 2 2 0 000-4zM17 9v6h6v2h-6v6h-2v-6H9v-2h6V9h2zM4 0a4 4 0 110 8 4 4 0 010-8zm24 0a4 4 0 110 8 4 4 0 010-8zm0 2a2 2 0 100 4 2 2 0 000-4zM4 2a2 2 0 100 4 2 2 0 000-4z"
   />
   <path
-    class="euiIcon__fillSecondary"
-    d="M23.588 15.059h-5.647V9.412h-1.882v5.647h-5.647v1.882h5.647v5.647h1.882v-5.647h5.647zM6.176 31.059a4.235 4.235 0 114.236-4.235 4.245 4.245 0 01-4.236 4.235zm0-6.588a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705zm21.648 6.588a4.235 4.235 0 114.235-4.235 4.245 4.245 0 01-4.235 4.235zm0-6.588a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705zM6.176 9.41a4.235 4.235 0 114.236-4.235 4.245 4.245 0 01-4.236 4.236zm0-6.587a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705zm21.648 6.588a4.235 4.235 0 114.235-4.236 4.245 4.245 0 01-4.235 4.236zm0-6.588a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705z"
+    d="M21.078 29.05c.102.677.3 1.322.582 1.92A15.963 15.963 0 0116 32c-1.993 0-3.9-.364-5.66-1.03.281-.598.48-1.243.582-1.92 1.574.614 3.287.95 5.078.95 1.791 0 3.504-.336 5.078-.95zm9.892-18.71A15.963 15.963 0 0132 16c0 1.993-.364 3.9-1.03 5.66a6.948 6.948 0 00-1.92-.582c.614-1.574.95-3.287.95-5.078 0-1.791-.336-3.504-.95-5.078a6.948 6.948 0 001.92-.582zm-29.94 0c.598.281 1.243.48 1.92.582A13.965 13.965 0 002 16c0 1.791.336 3.504.95 5.078-.677.102-1.322.3-1.92.582A15.964 15.964 0 010 16c0-1.993.364-3.9 1.03-5.66zM16 0c1.993 0 3.9.364 5.66 1.03a6.948 6.948 0 00-.582 1.92A13.965 13.965 0 0016 2c-1.791 0-3.504.336-5.078.95a6.948 6.948 0 00-.582-1.92A15.964 15.964 0 0116 0z"
   />
 </svg>
 `;
@@ -1354,11 +1375,11 @@ exports[`EuiIcon props type createPopulationJob is rendered 1`] = `
   xmlns="http://www.w3.org/2000/svg"
 >
   <path
-    d="M16 21.706c-5.718 0-10.353-4.635-10.353-10.353S10.282 1 16 1s10.353 4.635 10.353 10.353S21.718 21.706 16 21.706zm0-18.824a8.47 8.47 0 100 16.942 8.47 8.47 0 000-16.942z"
+    d="M16 0c5.523 0 10 4.477 10 10s-4.477 10-10 10S6 15.523 6 10 10.477 0 16 0zm0 2a8 8 0 100 16 8 8 0 000-16z"
   />
   <path
     class="euiIcon__fillSecondary"
-    d="M20.706 10.412h-3.765V6.647h-1.882v3.765h-3.765v1.882h3.765v3.765h1.882v-3.765h3.765zM10.136 22.308l-1.449-1.204-2.381 2.823a3.765 3.765 0 00-1.6-.339 3.765 3.765 0 103.05 1.572l2.38-2.852zm-5.43 6.927a1.882 1.882 0 110-3.764 1.882 1.882 0 010 3.764zm22.588-5.647c-.554.003-1.1.129-1.6.367l-2.381-2.823-1.45 1.204 2.382 2.824a3.765 3.765 0 103.05-1.572zm0 5.647a1.882 1.882 0 110-3.764 1.882 1.882 0 010 3.764z"
+    d="M8.4 19.288c.492.402 1.015.766 1.566 1.087L7.26 23.682a4 4 0 11-1.437-1.243l2.578-3.151zm15.2 0l2.577 3.15a4 4 0 11-1.437 1.243l-2.706-3.306a12.032 12.032 0 001.565-1.087zM4 24a2 2 0 100 4 2 2 0 000-4zm24 0a2 2 0 100 4 2 2 0 000-4zM17 6v3h3v2h-3v3h-2v-3h-3V9h3V6h2z"
   />
 </svg>
 `;
@@ -1531,11 +1552,11 @@ exports[`EuiIcon props type dataVisualizer is rendered 1`] = `
   xmlns="http://www.w3.org/2000/svg"
 >
   <path
-    class="euiIcon__fillSecondary"
-    d="M23 12.05V13a10 10 0 01-.11 1.44 6 6 0 11-8.45 8.45A10 10 0 0113 23h-.95A8 8 0 1023 12.05z"
+    d="M2 20v10h10v2H0V20h2zm30 0v12H20v-2h10V20h2zM12 4a8 8 0 110 16 8 8 0 010-16zm0 2a6 6 0 100 12 6 6 0 000-12zm0-6v2H2v10H0V0h12zm20 0v12h-2V2H20V0h12z"
   />
   <path
-    d="M0 11h2V2h9V0H0zM21 0v2h9v9h2V0zM2 21H0v11h11v-2H2zM30 30h-9v2h11V21h-2zM13 21a8 8 0 110-16 8 8 0 010 16zm0-14a6 6 0 100 12 6 6 0 000-12z"
+    class="euiIcon__fillSecondary"
+    d="M21.997 12.251c-.017.689-.104 1.36-.253 2.006a6 6 0 11-7.487 7.487c-.646.15-1.317.236-2.006.253a8 8 0 109.746-9.746z"
   />
 </svg>
 `;
@@ -6327,6 +6348,27 @@ exports[`EuiIcon props type online is rendered 1`] = `
 </svg>
 `;
 
+exports[`EuiIcon props type outlierDetectionJob is rendered 1`] = `
+<svg
+  aria-hidden="true"
+  class="euiIcon euiIcon--medium euiIcon--app euiIcon-isLoaded"
+  focusable="false"
+  height="32"
+  role="img"
+  viewBox="0 0 32 32"
+  width="32"
+  xmlns="http://www.w3.org/2000/svg"
+>
+  <path
+    d="M2 12v6h6v2H0v-8h2zm18 0v8h-8v-2h6v-6h2zM8 0v2H2v6H0V0h8zm12 0v8h-2V2h-6V0h8z"
+  />
+  <path
+    class="euiIcon__fillSecondary"
+    d="M16 24a4 4 0 110 8 4 4 0 010-8zm12 0a4 4 0 110 8 4 4 0 010-8zm-12 1.75a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5zm12 0a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5zM28 12a4 4 0 110 8 4 4 0 010-8zm0 1.75a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5zM10 6a4 4 0 110 8 4 4 0 010-8zm0 1.75a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5z"
+  />
+</svg>
+`;
+
 exports[`EuiIcon props type package is rendered 1`] = `
 <svg
   aria-hidden="true"
@@ -6687,6 +6729,27 @@ exports[`EuiIcon props type refresh is rendered 1`] = `
 </svg>
 `;
 
+exports[`EuiIcon props type regressionJob is rendered 1`] = `
+<svg
+  aria-hidden="true"
+  class="euiIcon euiIcon--medium euiIcon--app euiIcon-isLoaded"
+  focusable="false"
+  height="32"
+  role="img"
+  viewBox="0 0 32 32"
+  width="32"
+  xmlns="http://www.w3.org/2000/svg"
+>
+  <path
+    d="M24 0a8 8 0 11-4.906 14.32l-4.774 4.774a8 8 0 11-1.414-1.414l4.774-4.774A8 8 0 0124 0zM8 18a6 6 0 100 12 6 6 0 000-12zM24 2a6 6 0 100 12 6 6 0 000-12z"
+  />
+  <path
+    class="euiIcon__fillSecondary"
+    d="M32 20v12H20V20h12zm-2 2h-8v8h8v-8zM12 0v12H0V0h12zm-2 2H2v8h8V2z"
+  />
+</svg>
+`;
+
 exports[`EuiIcon props type reporter is rendered 1`] = `
 <svg
   aria-hidden="true"
diff --git a/src/components/icon/assets/app_app_search.js b/src/components/icon/assets/app_app_search.js
index 97fe271fde6..83725fc2b9a 100644
--- a/src/components/icon/assets/app_app_search.js
+++ b/src/components/icon/assets/app_app_search.js
@@ -12,10 +12,10 @@ const EuiIconAppAppSearch = ({ title, titleId, ...props }) => (
     <path
       fillRule="evenodd"
       d="M15.5 11.915L27 5.279 19.5.938a7.002 7.002 0 00-7 0l-8 4.62A7 7 0 001 11.62v9.237a7 7 0 003.5 6.061l7.5 4.33V17.98a7 7 0 013.5-6.063zM10 27.785v-9.808a9 9 0 014.5-7.793l8.503-4.91L18.5 2.672a5.003 5.003 0 00-5 0l-8 4.619A5 5 0 003 11.62v9.238a5 5 0 002.5 4.33l4.5 2.598z"
-      />
+    />
     <path
-      className="euiIcon__fillSecondary"
       fillRule="evenodd"
+      className="euiIcon__fillSecondary"
       d="M18.409 13.55a7.089 7.089 0 011.035 1.711A6.93 6.93 0 0120 17.98v13.27l7.5-4.33a7 7 0 003.5-6.061v-9.239a6.992 6.992 0 00-1.587-4.421L18.409 13.55zm2.777.705A8.933 8.933 0 0122 17.979v9.807l4.5-2.598a5 5 0 002.5-4.33V11.62c0-.588-.106-1.161-.303-1.7l-7.511 4.335z"
     />
   </svg>
diff --git a/src/components/icon/assets/app_app_search.svg b/src/components/icon/assets/app_app_search.svg
index fd459ff9b17..2f8c328cd94 100644
--- a/src/components/icon/assets/app_app_search.svg
+++ b/src/components/icon/assets/app_app_search.svg
@@ -1,4 +1,4 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
-  <path d="M15.5,11.9155 L27,5.27751 L19.5,0.937513 C18.4358,0.32333 17.2287,0 16,0 C14.7713,0 13.5642,0.32333 12.5,0.937513 L4.49999995,5.55751 C3.43574,6.17196 2.552,7.05576 1.93762,8.12005 C1.32323,9.18434 0.999999952,10.3916 0.999999952,11.6205 L0.999999952,20.8575 C0.999999952,22.0862 1.32349,23.2933 1.93787,24.3574 C2.55224,25.4215 3.43589,26.3052 4.49999995,26.9195 L12,31.2495 L12,17.9795 C11.9999,16.7506 12.3232,15.5433 12.9376,14.479 C13.552,13.4148 14.4357,12.531 15.5,11.9165 L15.5,11.9155 Z M10,27.7855 L10,17.9775 C10.0002,16.3979 10.4162,14.8461 11.2061,13.4782 C11.996,12.1103 13.132,10.9743 14.5,10.1845 L23.003,5.27451 L18.5,2.67051 C17.7398,2.23196 16.8776,2.0011 16,2.0011 C15.1224,2.0011 14.2602,2.23196 13.5,2.67051 L5.5,7.28951 C4.73992,7.72834 4.10875,8.35951 3.6699,9.11959 C3.23106,9.87966 3,10.7419 3,11.6195 L3,20.8575 C3,21.7352 3.23106,22.5974 3.6699,23.3574 C4.10875,24.1175 4.73992,24.7487 5.5,25.1875 L10,27.7855 Z"/>
-  <path class="euiIcon__fillSecondary" d="M18.409,13.5505 C18.8331,14.0691 19.1816,14.6451 19.444,15.2615 C19.8105,16.1205 19.9996,17.0446 20,17.9785 L20,31.2485 L27.5,26.9185 C28.564,26.3042 29.4475,25.4208 30.0619,24.3568 C30.6763,23.2929 30.9998,22.0861 31,20.8575 L31,11.6195 C30.9969,10.0066 30.4362,8.44435 29.413,7.19751 L18.409,13.5505 Z M21.186,14.2555 C21.722,15.4235 21.9996,16.6934 22,17.9785 L22,27.7855 L26.5,25.1875 C27.2601,24.7487 27.8913,24.1175 28.3301,23.3574 C28.7689,22.5974 29,21.7352 29,20.8575 L29,11.6195 C29,11.0315 28.894,10.4585 28.697,9.91951 L21.186,14.2555 Z"/>
+  <path fill-rule="evenodd" d="M15.5,11.9155 L27,5.27751 L19.5,0.937513 C18.4358,0.32333 17.2287,0 16,0 C14.7713,0 13.5642,0.32333 12.5,0.937513 L4.49999995,5.55751 C3.43574,6.17196 2.552,7.05576 1.93762,8.12005 C1.32323,9.18434 0.999999952,10.3916 0.999999952,11.6205 L0.999999952,20.8575 C0.999999952,22.0862 1.32349,23.2933 1.93787,24.3574 C2.55224,25.4215 3.43589,26.3052 4.49999995,26.9195 L12,31.2495 L12,17.9795 C11.9999,16.7506 12.3232,15.5433 12.9376,14.479 C13.552,13.4148 14.4357,12.531 15.5,11.9165 L15.5,11.9155 Z M10,27.7855 L10,17.9775 C10.0002,16.3979 10.4162,14.8461 11.2061,13.4782 C11.996,12.1103 13.132,10.9743 14.5,10.1845 L23.003,5.27451 L18.5,2.67051 C17.7398,2.23196 16.8776,2.0011 16,2.0011 C15.1224,2.0011 14.2602,2.23196 13.5,2.67051 L5.5,7.28951 C4.73992,7.72834 4.10875,8.35951 3.6699,9.11959 C3.23106,9.87966 3,10.7419 3,11.6195 L3,20.8575 C3,21.7352 3.23106,22.5974 3.6699,23.3574 C4.10875,24.1175 4.73992,24.7487 5.5,25.1875 L10,27.7855 Z"/>
+  <path fill-rule="evenodd" class="euiIcon__fillSecondary" d="M18.409,13.5505 C18.8331,14.0691 19.1816,14.6451 19.444,15.2615 C19.8105,16.1205 19.9996,17.0446 20,17.9785 L20,31.2485 L27.5,26.9185 C28.564,26.3042 29.4475,25.4208 30.0619,24.3568 C30.6763,23.2929 30.9998,22.0861 31,20.8575 L31,11.6195 C30.9969,10.0066 30.4362,8.44435 29.413,7.19751 L18.409,13.5505 Z M21.186,14.2555 C21.722,15.4235 21.9996,16.6934 22,17.9785 L22,27.7855 L26.5,25.1875 C27.2601,24.7487 27.8913,24.1175 28.3301,23.3574 C28.7689,22.5974 29,21.7352 29,20.8575 L29,11.6195 C29,11.0315 28.894,10.4585 28.697,9.91951 L21.186,14.2555 Z"/>
 </svg>
diff --git a/src/components/icon/assets/app_workplace_search.js b/src/components/icon/assets/app_workplace_search.js
index 0e422eff5a5..34775f70e4c 100644
--- a/src/components/icon/assets/app_workplace_search.js
+++ b/src/components/icon/assets/app_workplace_search.js
@@ -12,11 +12,12 @@ const EuiIconAppWorkplaceSearch = ({ title, titleId, ...props }) => (
     <path
       fillRule="evenodd"
       d="M7.81 1H2v30h5.815c1.705 0 3.343-.783 4.38-2.094l3.182-4.023.006.006 2.607-3.137.01-.014a9.42 9.42 0 001.953-4.826 9.112 9.112 0 00-1.891-6.522l-.01-.012-2.603-3.156L12.197 3.1C11.16 1.786 9.52 1 7.81 1zm6.118 7.523l-3.31-4.195C9.968 3.512 8.917 3 7.81 3H4v26h3.815c1.1 0 2.15-.508 2.8-1.32l3.33-4.21-1.796-1.77-.027-.033c-2.84-3.317-2.83-8.195.028-11.287l.004-.004a98.893 98.893 0 011.774-1.853zm4.043 8.099c-.12 1.279-.616 2.537-1.49 3.64l-1.288 1.63-1.578-1.556c-2.19-2.59-2.118-6.3.001-8.596.6-.64 1.119-1.183 1.561-1.635l1.293 1.638v.002l.014.016c.942 1.192 1.446 2.564 1.51 3.949a7.09 7.09 0 01-.023.912z"
-      />
+    />
     <path
-      className="euiIcon__fillSecondary"
       fillRule="evenodd"
-      d="M23.801 3c-.382 0-1.052.231-1.925.812-.636.422-1.228.928-1.677 1.357l1.771 2.245.005.007.024.03.008.01c4.003 5.099 3.99 12.057-.035 17.145l-1.793 2.267a8.206 8.206 0 001.769 1.498c.698.427 1.337.629 1.852.629H28V3h-4.199zm-6.148 23.842l.765 1.053.023.027c.717.851 1.566 1.607 2.464 2.156.89.544 1.89.922 2.895.922H30V1h-6.199c-.987 0-2.066.505-3.032 1.146a14.934 14.934 0 00-2.352 1.974l-.276.288-.595.628 2.855 3.619.006.006c3.459 4.375 3.457 10.329-.004 14.704l-2.75 3.477z" />
+      className="euiIcon__fillSecondary"
+      d="M23.801 3c-.382 0-1.052.231-1.925.812-.636.422-1.228.928-1.677 1.357l1.771 2.245.005.007.024.03.008.01c4.003 5.099 3.99 12.057-.035 17.145l-1.793 2.267a8.206 8.206 0 001.769 1.498c.698.427 1.337.629 1.852.629H28V3h-4.199zm-6.148 23.842l.765 1.053.023.027c.717.851 1.566 1.607 2.464 2.156.89.544 1.89.922 2.895.922H30V1h-6.199c-.987 0-2.066.505-3.032 1.146a14.934 14.934 0 00-2.352 1.974l-.276.288-.595.628 2.855 3.619.006.006c3.459 4.375 3.457 10.329-.004 14.704l-2.75 3.477z"
+    />
   </svg>
 );
 
diff --git a/src/components/icon/assets/app_workplace_search.svg b/src/components/icon/assets/app_workplace_search.svg
index 7efc647de0a..06580043ab9 100644
--- a/src/components/icon/assets/app_workplace_search.svg
+++ b/src/components/icon/assets/app_workplace_search.svg
@@ -1,4 +1,4 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
-  <path d="M7.81,1 L2,1 L2,31 L7.815,31 C9.52011,31 11.158,30.2169 12.195,28.9061 L15.3769,24.8829 L15.3831,24.889 L17.9903,21.7516 L18.0006,21.7384 C19.1258,20.2879 19.7797,18.6157 19.9525,16.9123 C19.9984,16.4792 20.0112,16.0439 19.9909,15.6096 C19.9128,13.7704 19.2736,11.9512 18.0612,10.3899 L18.0523,10.3783 L15.4493,7.22159 L12.197,3.0999 C11.16,1.78609 9.52012,1 7.81,1 Z M13.9284,8.52286 L10.6185,4.32821 C9.96857,3.51197 8.91691,3 7.81,3 L4,3 L4,29 L7.815,29 C8.91591,29 9.96429,28.492 10.6143,27.6806 L13.9444,23.47 L12.1491,21.6991 L12.1217,21.6671 C9.28221,18.3499 9.29213,13.4717 12.1497,10.3805 L12.1541,10.3757 C12.8403,9.64308 13.4312,9.02628 13.9284,8.52286 Z M17.9714,16.6219 C17.8514,17.9009 17.3548,19.1589 16.4814,20.2624 L15.1926,21.8919 L13.6147,20.3355 C11.4245,17.7466 11.4969,14.0354 13.6162,11.7404 C14.2154,11.1007 14.7348,10.5571 15.1772,10.1054 L16.4696,11.7433 L16.4708,11.7449 L16.4836,11.7611 C17.4264,12.9525 17.9297,14.3248 17.9932,15.7096 C18.0055,16.0135 17.9983,16.3181 17.9714,16.6219 Z"/>
-  <path class="euiIcon__fillSecondary" d="M23.801,3 C23.4187,3 22.7494,3.23148 21.8759,3.81203 C21.2403,4.23446 20.6482,4.7396 20.1986,5.16901 L21.9704,7.4144 C21.972,7.41641 21.9736,7.4185 21.9753,7.42069 C21.9832,7.43061 21.991,7.44054 21.9988,7.45047 L22.0072,7.46102 C26.01,12.5597 25.9969,19.5176 21.9716,24.6057 L20.1788,26.8726 C20.727,27.4803 21.3373,27.9981 21.948,28.3714 C22.6462,28.7981 23.2845,29 23.8,29 L28,29 L28,3 L23.801,3 Z M17.6529,26.8422 L18.4176,27.8947 L18.4409,27.9223 C19.1582,28.7732 20.0065,29.5287 20.905,30.0779 C21.7948,30.6218 22.7954,31 23.8,31 L30,31 L30,1 L23.801,1 C22.8143,1 21.7346,1.50452 20.7689,2.14637 C19.803,2.78832 18.9504,3.56809 18.4174,4.11958 L18.4166,4.12046 C18.3172,4.22352 18.2255,4.31937 18.1414,4.40814 L17.5461,5.03619 L20.4014,8.65474 C20.4032,8.65701 20.405,8.6592 20.4066,8.6613 C23.866,13.0359 23.8642,18.99 20.4031,23.3648 L17.6529,26.8422 Z"/>
+  <path fill-rule="evenodd" d="M7.81,1 L2,1 L2,31 L7.815,31 C9.52011,31 11.158,30.2169 12.195,28.9061 L15.3769,24.8829 L15.3831,24.889 L17.9903,21.7516 L18.0006,21.7384 C19.1258,20.2879 19.7797,18.6157 19.9525,16.9123 C19.9984,16.4792 20.0112,16.0439 19.9909,15.6096 C19.9128,13.7704 19.2736,11.9512 18.0612,10.3899 L18.0523,10.3783 L15.4493,7.22159 L12.197,3.0999 C11.16,1.78609 9.52012,1 7.81,1 Z M13.9284,8.52286 L10.6185,4.32821 C9.96857,3.51197 8.91691,3 7.81,3 L4,3 L4,29 L7.815,29 C8.91591,29 9.96429,28.492 10.6143,27.6806 L13.9444,23.47 L12.1491,21.6991 L12.1217,21.6671 C9.28221,18.3499 9.29213,13.4717 12.1497,10.3805 L12.1541,10.3757 C12.8403,9.64308 13.4312,9.02628 13.9284,8.52286 Z M17.9714,16.6219 C17.8514,17.9009 17.3548,19.1589 16.4814,20.2624 L15.1926,21.8919 L13.6147,20.3355 C11.4245,17.7466 11.4969,14.0354 13.6162,11.7404 C14.2154,11.1007 14.7348,10.5571 15.1772,10.1054 L16.4696,11.7433 L16.4708,11.7449 L16.4836,11.7611 C17.4264,12.9525 17.9297,14.3248 17.9932,15.7096 C18.0055,16.0135 17.9983,16.3181 17.9714,16.6219 Z"/>
+  <path fill-rule="evenodd" class="euiIcon__fillSecondary" d="M23.801,3 C23.4187,3 22.7494,3.23148 21.8759,3.81203 C21.2403,4.23446 20.6482,4.7396 20.1986,5.16901 L21.9704,7.4144 C21.972,7.41641 21.9736,7.4185 21.9753,7.42069 C21.9832,7.43061 21.991,7.44054 21.9988,7.45047 L22.0072,7.46102 C26.01,12.5597 25.9969,19.5176 21.9716,24.6057 L20.1788,26.8726 C20.727,27.4803 21.3373,27.9981 21.948,28.3714 C22.6462,28.7981 23.2845,29 23.8,29 L28,29 L28,3 L23.801,3 Z M17.6529,26.8422 L18.4176,27.8947 L18.4409,27.9223 C19.1582,28.7732 20.0065,29.5287 20.905,30.0779 C21.7948,30.6218 22.7954,31 23.8,31 L30,31 L30,1 L23.801,1 C22.8143,1 21.7346,1.50452 20.7689,2.14637 C19.803,2.78832 18.9504,3.56809 18.4174,4.11958 L18.4166,4.12046 C18.3172,4.22352 18.2255,4.31937 18.1414,4.40814 L17.5461,5.03619 L20.4014,8.65474 C20.4032,8.65701 20.405,8.6592 20.4066,8.6613 C23.866,13.0359 23.8642,18.99 20.4031,23.3648 L17.6529,26.8422 Z"/>
 </svg>
diff --git a/src/components/icon/assets/ml_classification_job.js b/src/components/icon/assets/ml_classification_job.js
new file mode 100644
index 00000000000..acfac1e68fd
--- /dev/null
+++ b/src/components/icon/assets/ml_classification_job.js
@@ -0,0 +1,20 @@
+import React from 'react';
+
+const EuiIconMlClassificationJob = ({ title, titleId, ...props }) => (
+  <svg
+    width={32}
+    height={32}
+    viewBox="0 0 32 32"
+    xmlns="http://www.w3.org/2000/svg"
+    aria-labelledby={titleId}
+    {...props}>
+    {title ? <title id={titleId}>{title}</title> : null}
+    <path d="M7 16v5h2.038a13.179 13.179 0 000 2H7v5H5v-5H0v-2h5v-5h2zM7 0v5h5v2H7v5H5V7H0V5h5V0h2zm16 0v5h5v2h-5v2.038a13.179 13.179 0 00-2 0V7h-5V5h5V0h2z" />
+    <path
+      className="euiIcon__fillSecondary"
+      d="M22 10c3.073 0 5.877 1.155 8 3.056v3.252A9.82 9.82 0 1016.307 30h-3.251A11.955 11.955 0 0110 22c0-6.627 5.373-12 12-12zm1 8v3h3v2h-3v3h-2v-3h-3v-2h3v-3h2z"
+    />
+  </svg>
+);
+
+export const icon = EuiIconMlClassificationJob;
diff --git a/src/components/icon/assets/ml_classification_job.svg b/src/components/icon/assets/ml_classification_job.svg
new file mode 100644
index 00000000000..51a55973c66
--- /dev/null
+++ b/src/components/icon/assets/ml_classification_job.svg
@@ -0,0 +1,7 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
+  <path d="M6.99985 16v5.0002H9.0379C9.0128 21.3301 9 21.6636 9 22c0 .3364.0128.6699.0379.9998H6.99985V28h-1.9997v-5.0002H0v-1.9996h5.00015V16h1.9997zm0-16v5.00015H12v1.9997H6.99985V12h-1.9997V6.99985H0v-1.9997h5.00015V0h1.9997zM22.9998 0v5.00015H28v1.9997h-5.0002V9.0379C22.6699 9.0128 22.3364 9 22 9c-.3364 0-.6699.0128-.9998.0379V6.99985H16v-1.9997h5.0002V0h1.9996z" />
+    <path
+      class="euiIcon__fillSecondary"
+      d="M22 10c3.0734 0 5.877 1.1554 8 3.0556v3.2525c-.315-.4427-.6682-.8613-1.0575-1.2506-1.8413-1.8413-4.3386-2.8757-6.9425-2.8757-5.4224 0-9.8182 4.3958-9.8182 9.8182 0 3.3001 1.6282 6.2199 4.1251 8h-3.2513C11.1554 27.877 10 25.0734 10 22c0-6.6274 5.3726-12 12-12zm.9998 8v3.0002H26v1.9996h-3.0002V26h-1.9996v-3.0002H18v-1.9996h3.0002V18h1.9996z"
+    />
+</svg>
diff --git a/src/components/icon/assets/ml_create_advanced_job.js b/src/components/icon/assets/ml_create_advanced_job.js
index 58419d4ad6d..43955149321 100644
--- a/src/components/icon/assets/ml_create_advanced_job.js
+++ b/src/components/icon/assets/ml_create_advanced_job.js
@@ -12,7 +12,7 @@ const EuiIconMlCreateAdvancedJob = ({ title, titleId, ...props }) => (
     <path d="M16 32C7.163 32 0 24.837 0 16S7.163 0 16 0s16 7.163 16 16h-2c0-7.732-6.268-14-14-14S2 8.268 2 16s6.268 14 14 14v2z" />
     <path
       className="euiIcon__fillSecondary"
-      d="M23 15h-6V9h-2v6H9v2h6v6h2v-6h6zM20 25h2v7h-2zM25 20h2v12h-2zM30 23h2v9h-2z"
+      d="M27 20v12h-2V20h2zm-5 4v8h-2v-8h2zm10-2v10h-2V22h2zM17 9v6h6v2h-6v6h-2v-6H9v-2h6V9h2z"
     />
   </svg>
 );
diff --git a/src/components/icon/assets/ml_create_advanced_job.svg b/src/components/icon/assets/ml_create_advanced_job.svg
index f0d5e51a89f..abb613fa54f 100644
--- a/src/components/icon/assets/ml_create_advanced_job.svg
+++ b/src/components/icon/assets/ml_create_advanced_job.svg
@@ -1,9 +1,4 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
-  <g>
-    <path d="M16,32 C7.163444,32 1.082166e-15,24.836556 0,16 C-1.082166e-15,7.163444 7.163444,1.623249e-15 16,0 C24.836556,-1.623249e-15 32,7.163444 32,16 L30,16 C30,8.2680135 23.7319865,2 16,2 C8.2680135,2 2,8.2680135 2,16 C2,23.7319865 8.2680135,30 16,30 L16,32 Z"/>
-    <polygon class="euiIcon__fillSecondary" points="23 15 17 15 17 9 15 9 15 15 9 15 9 17 15 17 15 23 17 23 17 17 23 17"/>
-    <rect class="euiIcon__fillSecondary" width="2" height="7" x="20" y="25"/>
-    <rect class="euiIcon__fillSecondary" width="2" height="12" x="25" y="20"/>
-    <rect class="euiIcon__fillSecondary" width="2" height="9" x="30" y="23"/>
-  </g>
+  <path d="M16 32C7.16344 32 0 24.8366 0 16 0 7.16344 7.16344 0 16 0c8.8366 0 16 7.16344 16 16h-2c0-7.73199-6.268-14-14-14C8.26801 2 2 8.26801 2 16c0 7.732 6.26801 14 14 14v2z"/>
+  <path class="euiIcon__fillSecondary" d="M27 20v12h-2V20h2zm-5 4v8h-2v-8h2zm10-2v10h-2V22h2zM17 9v6h6v2h-6v6h-2v-6H9v-2h6V9h2z"/>
 </svg>
diff --git a/src/components/icon/assets/ml_create_multi_metric_job.js b/src/components/icon/assets/ml_create_multi_metric_job.js
index 0cf786a773a..4b06751e7cd 100644
--- a/src/components/icon/assets/ml_create_multi_metric_job.js
+++ b/src/components/icon/assets/ml_create_multi_metric_job.js
@@ -9,11 +9,11 @@ const EuiIconMlCreateMultiMetricJob = ({ title, titleId, ...props }) => (
     aria-labelledby={titleId}
     {...props}>
     {title ? <title id={titleId}>{title}</title> : null}
-    <path d="M30.976 10.41a6.23 6.23 0 01-1.75.715 12.979 12.979 0 010 9.75 6.23 6.23 0 011.75.716 14.984 14.984 0 000-11.182zM12.125 3.764a12.979 12.979 0 019.75 0 6.23 6.23 0 01.716-1.75 14.984 14.984 0 00-11.182 0 6.23 6.23 0 01.716 1.75zM3.824 16c-.005-1.67.315-3.326.94-4.875a6.061 6.061 0 01-1.74-.716 14.861 14.861 0 000 11.182 6.061 6.061 0 011.74-.716A12.932 12.932 0 013.825 16zm18.051 12.235a12.979 12.979 0 01-9.75 0 6.061 6.061 0 01-.716 1.741 14.861 14.861 0 0011.182 0 6.061 6.061 0 01-.716-1.74z" />
     <path
       className="euiIcon__fillSecondary"
-      d="M23.588 15.059h-5.647V9.412h-1.882v5.647h-5.647v1.882h5.647v5.647h1.882v-5.647h5.647zM6.176 31.059a4.235 4.235 0 114.236-4.235 4.245 4.245 0 01-4.236 4.235zm0-6.588a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705zm21.648 6.588a4.235 4.235 0 114.235-4.235 4.245 4.245 0 01-4.235 4.235zm0-6.588a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705zM6.176 9.41a4.235 4.235 0 114.236-4.235 4.245 4.245 0 01-4.236 4.236zm0-6.587a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705zm21.648 6.588a4.235 4.235 0 114.235-4.236 4.245 4.245 0 01-4.235 4.236zm0-6.588a2.353 2.353 0 100 4.705 2.353 2.353 0 000-4.705z"
+      d="M4 24a4 4 0 110 8 4 4 0 010-8zm24 0a4 4 0 110 8 4 4 0 010-8zM4 26a2 2 0 100 4 2 2 0 000-4zm24 0a2 2 0 100 4 2 2 0 000-4zM17 9v6h6v2h-6v6h-2v-6H9v-2h6V9h2zM4 0a4 4 0 110 8 4 4 0 010-8zm24 0a4 4 0 110 8 4 4 0 010-8zm0 2a2 2 0 100 4 2 2 0 000-4zM4 2a2 2 0 100 4 2 2 0 000-4z"
     />
+    <path d="M21.078 29.05c.102.677.3 1.322.582 1.92A15.963 15.963 0 0116 32c-1.993 0-3.9-.364-5.66-1.03.281-.598.48-1.243.582-1.92 1.574.614 3.287.95 5.078.95 1.791 0 3.504-.336 5.078-.95zm9.892-18.71A15.963 15.963 0 0132 16c0 1.993-.364 3.9-1.03 5.66a6.948 6.948 0 00-1.92-.582c.614-1.574.95-3.287.95-5.078 0-1.791-.336-3.504-.95-5.078a6.948 6.948 0 001.92-.582zm-29.94 0c.598.281 1.243.48 1.92.582A13.965 13.965 0 002 16c0 1.791.336 3.504.95 5.078-.677.102-1.322.3-1.92.582A15.964 15.964 0 010 16c0-1.993.364-3.9 1.03-5.66zM16 0c1.993 0 3.9.364 5.66 1.03a6.948 6.948 0 00-.582 1.92A13.965 13.965 0 0016 2c-1.791 0-3.504.336-5.078.95a6.948 6.948 0 00-.582-1.92A15.964 15.964 0 0116 0z" />
   </svg>
 );
 
diff --git a/src/components/icon/assets/ml_create_multi_metric_job.svg b/src/components/icon/assets/ml_create_multi_metric_job.svg
index 3ec7e391f89..f48300444f0 100644
--- a/src/components/icon/assets/ml_create_multi_metric_job.svg
+++ b/src/components/icon/assets/ml_create_multi_metric_job.svg
@@ -1,7 +1,4 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
-  <g transform="translate(1)">
-    <path d="M29.9764706 10.4094118C29.4327349 10.7355255 28.8424074 10.9767345 28.2258824 11.1247059 29.4931713 14.2513693 29.4931713 17.7486307 28.2258824 20.8752941 28.8424074 21.0232655 29.4327349 21.2644745 29.9764706 21.5905882 31.4191873 18.0031456 31.4191873 13.9968544 29.9764706 10.4094118zM11.1247059 3.76470588C14.2513693 2.49741692 17.7486307 2.49741692 20.8752941 3.76470588 21.0232655 3.14818079 21.2644745 2.55785337 21.5905882 2.01411765 18.0031456.571400954 13.9968544.571400954 10.4094118 2.01411765 10.7355255 2.55785337 10.9767345 3.14818079 11.1247059 3.76470588zM2.82352941 16C2.8193925 14.3293636 3.1390085 12.6737527 3.76470588 11.1247059 3.15060532 10.9784034 2.56313021 10.7370623 2.02352941 10.4094118.567997533 13.994363.567997533 18.005637 2.02352941 21.5905882 2.56313021 21.2629377 3.15060532 21.0215966 3.76470588 20.8752941 3.1390085 19.3262473 2.8193925 17.6706364 2.82352941 16zM20.8752941 28.2352941C17.7486307 29.5025831 14.2513693 29.5025831 11.1247059 28.2352941 10.9784034 28.8493947 10.7370623 29.4368698 10.4094118 29.9764706 13.994363 31.4320025 18.005637 31.4320025 21.5905882 29.9764706 21.2629377 29.4368698 21.0215966 28.8493947 20.8752941 28.2352941z"/>
-    <polygon class="euiIcon__fillSecondary" points="22.588 15.059 16.941 15.059 16.941 9.412 15.059 9.412 15.059 15.059 9.412 15.059 9.412 16.941 15.059 16.941 15.059 22.588 16.941 22.588 16.941 16.941 22.588 16.941"/>
-    <path class="euiIcon__fillSecondary" d="M5.17647059 31.0588235C2.83738224 31.0588235.941176471 29.1626178.941176471 26.8235294.941176471 24.4844411 2.83738224 22.5882353 5.17647059 22.5882353 7.51555894 22.5882353 9.41176471 24.4844411 9.41176471 26.8235294 9.40658874 29.1604705 7.51341163 31.0536476 5.17647059 31.0588235zM5.17647059 24.4705882C3.87697706 24.4705882 2.82352941 25.5240359 2.82352941 26.8235294 2.82352941 28.1230229 3.87697706 29.1764706 5.17647059 29.1764706 6.47596412 29.1764706 7.52941176 28.1230229 7.52941176 26.8235294 7.52941176 26.1994906 7.28151332 25.6010108 6.84025125 25.1597488 6.39898918 24.7184867 5.80050939 24.4705882 5.17647059 24.4705882zM26.8235294 31.0588235C24.4844411 31.0588235 22.5882353 29.1626178 22.5882353 26.8235294 22.5882353 24.4844411 24.4844411 22.5882353 26.8235294 22.5882353 29.1626178 22.5882353 31.0588235 24.4844411 31.0588235 26.8235294 31.0536476 29.1604705 29.1604705 31.0536476 26.8235294 31.0588235zM26.8235294 24.4705882C25.5240359 24.4705882 24.4705882 25.5240359 24.4705882 26.8235294 24.4705882 28.1230229 25.5240359 29.1764706 26.8235294 29.1764706 28.1230229 29.1764706 29.1764706 28.1230229 29.1764706 26.8235294 29.1764706 25.5240359 28.1230229 24.4705882 26.8235294 24.4705882zM5.17647059 9.41176471C2.83738224 9.41176471.941176471 7.51555894.941176471 5.17647059.941176471 2.83738224 2.83738224.941176471 5.17647059.941176471 7.51555894.941176471 9.41176471 2.83738224 9.41176471 5.17647059 9.40658874 7.51341163 7.51341163 9.40658874 5.17647059 9.41176471zM5.17647059 2.82352941C3.87697706 2.82352941 2.82352941 3.87697706 2.82352941 5.17647059 2.82352941 6.47596412 3.87697706 7.52941176 5.17647059 7.52941176 6.47596412 7.52941176 7.52941176 6.47596412 7.52941176 5.17647059 7.52941176 4.55243179 7.28151332 3.95395199 6.84025125 3.51268993 6.39898918 3.07142786 5.80050939 2.82352941 5.17647059 2.82352941zM26.8235294 9.41176471C24.4844411 9.41176471 22.5882353 7.51555894 22.5882353 5.17647059 22.5882353 2.83738224 24.4844411.941176471 26.8235294.941176471 29.1626178.941176471 31.0588235 2.83738224 31.0588235 5.17647059 31.0536476 7.51341163 29.1604705 9.40658874 26.8235294 9.41176471zM26.8235294 2.82352941C25.5240359 2.82352941 24.4705882 3.87697706 24.4705882 5.17647059 24.4705882 6.47596412 25.5240359 7.52941176 26.8235294 7.52941176 28.1230229 7.52941176 29.1764706 6.47596412 29.1764706 5.17647059 29.1764706 4.55243179 28.9285721 3.95395199 28.4873101 3.51268993 28.046048 3.07142786 27.4475682 2.82352941 26.8235294 2.82352941z"/>
-  </g>
+  <path class="euiIcon__fillSecondary" d="M4 24c2.20914 0 4 1.7909 4 4 0 2.2091-1.79086 4-4 4s-4-1.7909-4-4c0-2.2091 1.79086-4 4-4zm24 0c2.2091 0 4 1.7909 4 4 0 2.2091-1.7909 4-4 4-2.2091 0-4-1.7909-4-4 0-2.2091 1.7909-4 4-4zM4 26c-1.10457 0-2 .8954-2 2s.89543 2 2 2 2-.8954 2-2-.89543-2-2-2zm24 0c-1.1046 0-2 .8954-2 2s.8954 2 2 2 2-.8954 2-2-.8954-2-2-2zM17 9v6h6v2h-6v6h-2v-6H9v-2h6V9h2zM4 0c2.20914 0 4 1.79086 4 4S6.20914 8 4 8 0 6.20914 0 4s1.79086-4 4-4zm24 0c2.2091 0 4 1.79086 4 4s-1.7909 4-4 4c-2.2091 0-4-1.79086-4-4s1.7909-4 4-4zm0 2c-1.1046 0-2 .89543-2 2s.8954 2 2 2 2-.89543 2-2-.8954-2-2-2zM4 2c-1.10457 0-2 .89543-2 2s.89543 2 2 2 2-.89543 2-2-.89543-2-2-2z"/>
+  <path d="M21.0783 29.0505c.1018.6765.3004 1.3212.5813 1.9197C19.9001 31.6358 17.9926 32 16 32c-1.9926 0-3.9001-.3642-5.6596-1.0298.2809-.5985.4795-1.2432.5813-1.9197C12.4961 29.6636 14.2087 30 16 30c1.7913 0 3.5039-.3364 5.0783-.9495zm9.8919-18.7101C31.6358 12.0999 32 14.0074 32 16c0 1.9926-.3642 3.9001-1.0298 5.6596-.5985-.2809-1.2432-.4795-1.9197-.5813C29.6636 19.5039 30 17.7913 30 16c0-1.7913-.3364-3.5039-.9495-5.0783.6765-.1018 1.3212-.3004 1.9197-.5813zm-29.94043 0c.59849.2809 1.24325.4795 1.91971.5813C2.33641 12.4961 2 14.2087 2 16c0 1.7913.33641 3.5039.94948 5.0783-.67646.1018-1.32122.3004-1.91971.5813C.364241 19.9001 0 17.9926 0 16c0-1.9926.36424-3.9001 1.02977-5.6596zM16 0c1.9926 0 3.9001.364241 5.6596 1.02977-.2809.59849-.4795 1.24325-.5813 1.91971C19.5039 2.33641 17.7913 2 16 2c-1.7913 0-3.5039.33641-5.0783.94948-.1018-.67646-.3004-1.32122-.5813-1.91971C12.0999.36424 14.0074 0 16 0z"/>
 </svg>
diff --git a/src/components/icon/assets/ml_create_population_job.js b/src/components/icon/assets/ml_create_population_job.js
index eaa9bd689e0..9fc5959876f 100644
--- a/src/components/icon/assets/ml_create_population_job.js
+++ b/src/components/icon/assets/ml_create_population_job.js
@@ -9,10 +9,10 @@ const EuiIconMlCreatePopulationJob = ({ title, titleId, ...props }) => (
     aria-labelledby={titleId}
     {...props}>
     {title ? <title id={titleId}>{title}</title> : null}
-    <path d="M16 21.706c-5.718 0-10.353-4.635-10.353-10.353S10.282 1 16 1s10.353 4.635 10.353 10.353S21.718 21.706 16 21.706zm0-18.824a8.47 8.47 0 100 16.942 8.47 8.47 0 000-16.942z" />
+    <path d="M16 0c5.523 0 10 4.477 10 10s-4.477 10-10 10S6 15.523 6 10 10.477 0 16 0zm0 2a8 8 0 100 16 8 8 0 000-16z" />
     <path
       className="euiIcon__fillSecondary"
-      d="M20.706 10.412h-3.765V6.647h-1.882v3.765h-3.765v1.882h3.765v3.765h1.882v-3.765h3.765zM10.136 22.308l-1.449-1.204-2.381 2.823a3.765 3.765 0 00-1.6-.339 3.765 3.765 0 103.05 1.572l2.38-2.852zm-5.43 6.927a1.882 1.882 0 110-3.764 1.882 1.882 0 010 3.764zm22.588-5.647c-.554.003-1.1.129-1.6.367l-2.381-2.823-1.45 1.204 2.382 2.824a3.765 3.765 0 103.05-1.572zm0 5.647a1.882 1.882 0 110-3.764 1.882 1.882 0 010 3.764z"
+      d="M8.4 19.288c.492.402 1.015.766 1.566 1.087L7.26 23.682a4 4 0 11-1.437-1.243l2.578-3.151zm15.2 0l2.577 3.15a4 4 0 11-1.437 1.243l-2.706-3.306a12.032 12.032 0 001.565-1.087zM4 24a2 2 0 100 4 2 2 0 000-4zm24 0a2 2 0 100 4 2 2 0 000-4zM17 6v3h3v2h-3v3h-2v-3h-3V9h3V6h2z"
     />
   </svg>
 );
diff --git a/src/components/icon/assets/ml_create_population_job.svg b/src/components/icon/assets/ml_create_population_job.svg
index e9a3f870a91..8ab7f8e2d74 100644
--- a/src/components/icon/assets/ml_create_population_job.svg
+++ b/src/components/icon/assets/ml_create_population_job.svg
@@ -1,7 +1,4 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
-  <g transform="translate(0 1)">
-    <path d="M16,20.7058824 C10.2822285,20.7058824 5.64705882,16.0707127 5.64705882,10.3529412 C5.64705882,4.63516965 10.2822285,1.05033759e-15 16,0 C21.7177715,-1.05033759e-15 26.3529412,4.63516965 26.3529412,10.3529412 C26.3529412,16.0707127 21.7177715,20.7058824 16,20.7058824 Z M16,1.88235294 C11.3218233,1.88235294 7.52941176,5.67476447 7.52941176,10.3529412 C7.52941176,15.0311179 11.3218233,18.8235294 16,18.8235294 C20.6781767,18.8235294 24.4705882,15.0311179 24.4705882,10.3529412 C24.4705882,8.1064015 23.5781538,5.95187424 21.9896104,4.36333079 C20.4010669,2.77478735 18.2465397,1.88235294 16,1.88235294 Z"/>
-    <polygon class="euiIcon__fillSecondary" points="20.706 9.412 16.941 9.412 16.941 5.647 15.059 5.647 15.059 9.412 11.294 9.412 11.294 11.294 15.059 11.294 15.059 15.059 16.941 15.059 16.941 11.294 20.706 11.294"/>
-    <path class="euiIcon__fillSecondary" d="M10.1364706 21.3082353L8.68705882 20.1035294 6.30588235 22.9270588C5.80382141 22.6982359 5.25760055 22.5825656 4.70588235 22.5882353 2.96653742 22.5833067 1.45024755 23.7705738 1.03785462 25.4603303.625461682 27.1500869 1.42433797 28.902381 2.97040092 29.6992715 4.51646388 30.4961619 6.40717429 30.1301671 7.54418223 28.8139004 8.68119016 27.4976337 8.76845963 25.5738036 7.75529412 24.16L10.1364706 21.3082353zM4.70588235 28.2352941C3.66628753 28.2352941 2.82352941 27.392536 2.82352941 26.3529412 2.82352941 25.3133464 3.66628753 24.4705882 4.70588235 24.4705882 5.74547718 24.4705882 6.58823529 25.3133464 6.58823529 26.3529412 6.58823529 27.392536 5.74547718 28.2352941 4.70588235 28.2352941zM27.2941176 22.5882353C26.7402771 22.5914056 26.1939578 22.7167377 25.6941176 22.9552941L23.3129412 20.1317647 21.8635294 21.3364706 24.2447059 24.16C23.2315404 25.5738036 23.3188098 27.4976337 24.4558178 28.8139004 25.5928257 30.1301671 27.4835361 30.4961619 29.0295991 29.6992715 30.575662 28.902381 31.3745383 27.1500869 30.9621454 25.4603303 30.5497524 23.7705738 29.0334626 22.5833067 27.2941176 22.5882353zM27.2941176 28.2352941C26.2545228 28.2352941 25.4117647 27.392536 25.4117647 26.3529412 25.4117647 25.3133464 26.2545228 24.4705882 27.2941176 24.4705882 28.3337125 24.4705882 29.1764706 25.3133464 29.1764706 26.3529412 29.1764706 27.392536 28.3337125 28.2352941 27.2941176 28.2352941z"/>
-  </g>
+  <path d="M16 0c5.5228475 0 10 4.4771525 10 10s-4.4771525 10-10 10S6 15.5228475 6 10 10.4771525 0 16 0zm0 2c-4.418278 0-8 3.581722-8 8s3.581722 8 8 8 8-3.581722 8-8-3.581722-8-8-8z"/>
+  <path class="euiIcon__fillSecondary" d="M8.40092 19.2878c.49076.402 1.01397.7659 1.56509 1.0871L7.26023 23.682C7.72604 24.3359 8 25.136 8 26c0 2.2092-1.79086 4-4 4s-4-1.7908-4-4c0-2.2091 1.79086-4 4-4 .65662 0 1.27629.1582 1.82296.4386l2.57796-3.1508zm15.19818 0l2.5779 3.1508C26.7237 22.1582 27.3434 22 28 22c2.2091 0 4 1.7909 4 4 0 2.2092-1.7909 4-4 4-2.2091 0-4-1.7908-4-4 0-.864.274-1.6641.7398-2.318l-2.7058-3.3071c.5511-.3212 1.0743-.6851 1.5651-1.0871zM4 24c-1.10457 0-2 .8954-2 2s.89543 2 2 2 2-.8954 2-2-.89543-2-2-2zm24 0c-1.1046 0-2 .8954-2 2s.8954 2 2 2 2-.8954 2-2-.8954-2-2-2zM17 6v3h3v2h-3v3h-2v-3h-3V9h3V6h2z"/>
 </svg>
diff --git a/src/components/icon/assets/ml_data_visualizer.js b/src/components/icon/assets/ml_data_visualizer.js
index 66d6fcaaeb9..495792edc74 100644
--- a/src/components/icon/assets/ml_data_visualizer.js
+++ b/src/components/icon/assets/ml_data_visualizer.js
@@ -9,11 +9,11 @@ const EuiIconMlDataVisualizer = ({ title, titleId, ...props }) => (
     aria-labelledby={titleId}
     {...props}>
     {title ? <title id={titleId}>{title}</title> : null}
+    <path d="M2 20v10h10v2H0V20h2zm30 0v12H20v-2h10V20h2zM12 4a8 8 0 110 16 8 8 0 010-16zm0 2a6 6 0 100 12 6 6 0 000-12zm0-6v2H2v10H0V0h12zm20 0v12h-2V2H20V0h12z" />
     <path
       className="euiIcon__fillSecondary"
-      d="M23 12.05V13a10 10 0 01-.11 1.44 6 6 0 11-8.45 8.45A10 10 0 0113 23h-.95A8 8 0 1023 12.05z"
+      d="M21.997 12.251c-.017.689-.104 1.36-.253 2.006a6 6 0 11-7.487 7.487c-.646.15-1.317.236-2.006.253a8 8 0 109.746-9.746z"
     />
-    <path d="M0 11h2V2h9V0H0zM21 0v2h9v9h2V0zM2 21H0v11h11v-2H2zM30 30h-9v2h11V21h-2zM13 21a8 8 0 110-16 8 8 0 010 16zm0-14a6 6 0 100 12 6 6 0 000-12z" />
   </svg>
 );
 
diff --git a/src/components/icon/assets/ml_data_visualizer.svg b/src/components/icon/assets/ml_data_visualizer.svg
index c2922e50228..17adf828cdb 100755
--- a/src/components/icon/assets/ml_data_visualizer.svg
+++ b/src/components/icon/assets/ml_data_visualizer.svg
@@ -1,10 +1,4 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
-  <g>
-    <path class="euiIcon__fillSecondary" d="M23,12.05 C23,12.36 23,12.68 23,13 C22.9980872,13.4820238 22.9613247,13.9632785 22.89,14.44 C24.6381397,15.8951153 25.4131962,18.2136035 24.8915797,20.4274845 C24.3699633,22.6413655 22.6413655,24.3699633 20.4274845,24.8915797 C18.2136035,25.4131962 15.8951153,24.6381397 14.44,22.89 C13.9632785,22.9613247 13.4820238,22.9980872 13,23 C12.68,23 12.37,23 12.05,23 C13.7460643,25.8871075 17.0607223,27.4124932 20.3568143,26.8227462 C23.6529062,26.2329992 26.2329992,23.6529062 26.8227462,20.3568143 C27.4124932,17.0607223 25.8871075,13.7460643 23,12.05 Z"/>
-    <polygon points="0 11 2 11 2 2 11 2 11 0 0 0"/>
-    <polygon points="21 0 21 2 30 2 30 11 32 11 32 0"/>
-    <polygon points="2 21 0 21 0 32 11 32 11 30 2 30"/>
-    <polygon points="30 30 21 30 21 32 32 32 32 21 30 21"/>
-    <path d="M13,21 C8.581722,21 5,17.418278 5,13 C5,8.581722 8.581722,5 13,5 C17.418278,5 21,8.581722 21,13 C21,15.1217319 20.1571453,17.1565632 18.6568542,18.6568542 C17.1565632,20.1571453 15.1217319,21 13,21 Z M13,7 C9.6862915,7 7,9.6862915 7,13 C7,16.3137085 9.6862915,19 13,19 C16.3137085,19 19,16.3137085 19,13 C19,11.4087011 18.367859,9.88257758 17.2426407,8.75735931 C16.1174224,7.63214104 14.5912989,7 13,7 Z"/>
-  </g>
+  <path d="M2 20v10h10v2H0V20h2zm30 0v12H20v-2h10V20h2zM12 4c4.4183 0 8 3.58172 8 8 0 4.4183-3.5817 8-8 8-4.41828 0-8-3.5817-8-8 0-4.41828 3.58172-8 8-8zm0 2c-3.31371 0-6 2.68629-6 6 0 3.3137 2.68629 6 6 6 3.3137 0 6-2.6863 6-6 0-3.31371-2.6863-6-6-6zm0-6v2H2v10H0V0h12zm20 0v12h-2V2H20V0h12z"/>
+  <path class="euiIcon__fillSecondary" d="M21.9969 12.2512c-.017.6883-.1035 1.3592-.2528 2.0062C24.2072 15.0045 26 17.2929 26 20c0 3.3137-2.6863 6-6 6-2.7071 0-4.9955-1.7928-5.7426-4.2559-.6469.1493-1.3179.2358-2.0062.2528C13.1382 25.4489 16.2712 28 20 28c4.4183 0 8-3.5817 8-8 0-3.7288-2.5511-6.8618-6.0031-7.7488z"/>
 </svg>
diff --git a/src/components/icon/assets/ml_outlier_detection_job.js b/src/components/icon/assets/ml_outlier_detection_job.js
new file mode 100644
index 00000000000..f3b1f9c2043
--- /dev/null
+++ b/src/components/icon/assets/ml_outlier_detection_job.js
@@ -0,0 +1,20 @@
+import React from 'react';
+
+const EuiIconMlOutlierDetectionJob = ({ title, titleId, ...props }) => (
+  <svg
+    width={32}
+    height={32}
+    viewBox="0 0 32 32"
+    xmlns="http://www.w3.org/2000/svg"
+    aria-labelledby={titleId}
+    {...props}>
+    {title ? <title id={titleId}>{title}</title> : null}
+    <path d="M2 12v6h6v2H0v-8h2zm18 0v8h-8v-2h6v-6h2zM8 0v2H2v6H0V0h8zm12 0v8h-2V2h-6V0h8z" />
+    <path
+      className="euiIcon__fillSecondary"
+      d="M16 24a4 4 0 110 8 4 4 0 010-8zm12 0a4 4 0 110 8 4 4 0 010-8zm-12 1.75a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5zm12 0a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5zM28 12a4 4 0 110 8 4 4 0 010-8zm0 1.75a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5zM10 6a4 4 0 110 8 4 4 0 010-8zm0 1.75a2.25 2.25 0 100 4.5 2.25 2.25 0 000-4.5z"
+    />
+  </svg>
+);
+
+export const icon = EuiIconMlOutlierDetectionJob;
diff --git a/src/components/icon/assets/ml_outlier_detection_job.svg b/src/components/icon/assets/ml_outlier_detection_job.svg
new file mode 100644
index 00000000000..c75a8120a9f
--- /dev/null
+++ b/src/components/icon/assets/ml_outlier_detection_job.svg
@@ -0,0 +1,7 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
+    <path d="M2 12v6h6v2H0v-8h2zm18 0v8h-8v-2h6v-6h2zM8 0v2H2v6H0V0h8zm12 0v8h-2V2h-6V0h8z" />
+    <path
+      class="euiIcon__fillSecondary"
+      d="M16 24c2.2091 0 4 1.7909 4 4 0 2.2091-1.7909 4-4 4-2.2091 0-4-1.7909-4-4 0-2.2091 1.7909-4 4-4zm12 0c2.2091 0 4 1.7909 4 4 0 2.2091-1.7909 4-4 4-2.2091 0-4-1.7909-4-4 0-2.2091 1.7909-4 4-4zm-12 1.75c-1.2426 0-2.25 1.0074-2.25 2.25s1.0074 2.25 2.25 2.25 2.25-1.0074 2.25-2.25-1.0074-2.25-2.25-2.25zm12 0c-1.2426 0-2.25 1.0074-2.25 2.25s1.0074 2.25 2.25 2.25 2.25-1.0074 2.25-2.25-1.0074-2.25-2.25-2.25zM28 12c2.2091 0 4 1.7909 4 4 0 2.2091-1.7909 4-4 4-2.2091 0-4-1.7909-4-4 0-2.2091 1.7909-4 4-4zm0 1.75c-1.2426 0-2.25 1.0074-2.25 2.25s1.0074 2.25 2.25 2.25 2.25-1.0074 2.25-2.25-1.0074-2.25-2.25-2.25zM10 6c2.2091 0 4 1.79086 4 4 0 2.2091-1.7909 4-4 4-2.20914 0-4-1.7909-4-4 0-2.20914 1.79086-4 4-4zm0 1.75c-1.24264 0-2.25 1.00736-2.25 2.25 0 1.2426 1.00736 2.25 2.25 2.25 1.2426 0 2.25-1.0074 2.25-2.25 0-1.24264-1.0074-2.25-2.25-2.25z"
+    />
+</svg>
\ No newline at end of file
diff --git a/src/components/icon/assets/ml_regression_job.js b/src/components/icon/assets/ml_regression_job.js
new file mode 100644
index 00000000000..8780782a4ae
--- /dev/null
+++ b/src/components/icon/assets/ml_regression_job.js
@@ -0,0 +1,20 @@
+import React from 'react';
+
+const EuiIconMlRegressionJob = ({ title, titleId, ...props }) => (
+  <svg
+    width={32}
+    height={32}
+    viewBox="0 0 32 32"
+    xmlns="http://www.w3.org/2000/svg"
+    aria-labelledby={titleId}
+    {...props}>
+    {title ? <title id={titleId}>{title}</title> : null}
+    <path d="M24 0a8 8 0 11-4.906 14.32l-4.774 4.774a8 8 0 11-1.414-1.414l4.774-4.774A8 8 0 0124 0zM8 18a6 6 0 100 12 6 6 0 000-12zM24 2a6 6 0 100 12 6 6 0 000-12z" />
+    <path
+      className="euiIcon__fillSecondary"
+      d="M32 20v12H20V20h12zm-2 2h-8v8h8v-8zM12 0v12H0V0h12zm-2 2H2v8h8V2z"
+    />
+  </svg>
+);
+
+export const icon = EuiIconMlRegressionJob;
diff --git a/src/components/icon/assets/ml_regression_job.svg b/src/components/icon/assets/ml_regression_job.svg
new file mode 100644
index 00000000000..d76158bc58b
--- /dev/null
+++ b/src/components/icon/assets/ml_regression_job.svg
@@ -0,0 +1,4 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="32" height="32" viewBox="0 0 32 32">
+  <path d="M24 0c4.4183 0 8 3.58172 8 8 0 2.1217-.8429 4.1566-2.3431 5.6569C28.1566 15.1571 26.1217 16 24 16c-1.8487 0-3.5509-.6271-4.9056-1.6801l-4.7745 4.7745C15.3729 20.4491 16 22.1513 16 24c0 2.1217-.8429 4.1566-2.3431 5.6569C12.1566 31.1571 10.1217 32 8 32c-4.41828 0-8-3.5817-8-8s3.58172-8 8-8c1.84872 0 3.551.6271 4.9057 1.6802l4.7745-4.7745C16.6271 11.551 16 9.84872 16 8c0-4.41828 3.5817-8 8-8zM8 18c-3.31371 0-6 2.6863-6 6s2.68629 6 6 6c3.3137 0 6-2.6863 6-6 0-1.5913-.6321-3.1174-1.7574-4.2426C11.1174 18.6321 9.5913 18 8 18zM24 2c-3.3137 0-6 2.68629-6 6 0 3.3137 2.6863 6 6 6s6-2.6863 6-6c0-1.5913-.6321-3.11742-1.7574-4.24264C27.1174 2.63214 25.5913 2 24 2z"/>
+  <path class="euiIcon__fillSecondary"  d="M32 20v12H20V20h12zm-2 2h-8v8h8v-8zM12 0v12H0V0h12zm-2 2H2v8h8V2z"/>
+</svg>
diff --git a/src/components/icon/icon.tsx b/src/components/icon/icon.tsx
index a1402d3564a..658f107890c 100644
--- a/src/components/icon/icon.tsx
+++ b/src/components/icon/icon.tsx
@@ -71,6 +71,7 @@ const typeToPathMap = {
   check: 'check',
   checkInCircleFilled: 'checkInCircleFilled',
   cheer: 'cheer',
+  classificationJob: 'ml_classification_job',
   clock: 'clock',
   cloudDrizzle: 'cloudDrizzle',
   cloudStormy: 'cloudStormy',
@@ -280,6 +281,7 @@ const typeToPathMap = {
   number: 'number',
   offline: 'offline',
   online: 'online',
+  outlierDetectionJob: 'ml_outlier_detection_job',
   package: 'package',
   packetbeatApp: 'app_packetbeat',
   pageSelect: 'pageSelect',
@@ -300,6 +302,7 @@ const typeToPathMap = {
   quote: 'quote',
   recentlyViewedApp: 'app_recently_viewed',
   refresh: 'refresh',
+  regressionJob: 'ml_regression_job',
   reporter: 'reporter',
   reportingApp: 'app_reporting',
   returnKey: 'return_key',