diff --git a/docs/limitations.asciidoc b/docs/limitations.asciidoc
index 9bcba3b65d660..818cc766bf6a9 100644
--- a/docs/limitations.asciidoc
+++ b/docs/limitations.asciidoc
@@ -19,4 +19,4 @@ These {stack} features also have limitations that affect {kib}:
 
 include::limitations/nested-objects.asciidoc[]
 
-include::limitations/export-data.asciidoc[]
+include::limitations/export-data.asciidoc[]
\ No newline at end of file
diff --git a/x-pack/legacy/plugins/ml/public/application/components/rule_editor/__snapshots__/rule_editor_flyout.test.js.snap b/x-pack/legacy/plugins/ml/public/application/components/rule_editor/__snapshots__/rule_editor_flyout.test.js.snap
index 4486899efb001..3b14025e9cb7b 100644
--- a/x-pack/legacy/plugins/ml/public/application/components/rule_editor/__snapshots__/rule_editor_flyout.test.js.snap
+++ b/x-pack/legacy/plugins/ml/public/application/components/rule_editor/__snapshots__/rule_editor_flyout.test.js.snap
@@ -101,7 +101,7 @@ exports[`RuleEditorFlyout renders the flyout after adding a condition to a rule
             values={
               Object {
                 "learnMoreLink": <ForwardRef
-                  href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/ml-rules.html"
+                  href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/ml-rules.html"
                   target="_blank"
                 >
                   <FormattedMessage
@@ -365,7 +365,7 @@ exports[`RuleEditorFlyout renders the flyout after setting the rule to edit 1`]
             values={
               Object {
                 "learnMoreLink": <ForwardRef
-                  href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/ml-rules.html"
+                  href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/ml-rules.html"
                   target="_blank"
                 >
                   <FormattedMessage
@@ -615,7 +615,7 @@ exports[`RuleEditorFlyout renders the flyout for creating a rule with conditions
             values={
               Object {
                 "learnMoreLink": <ForwardRef
-                  href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/ml-rules.html"
+                  href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/ml-rules.html"
                   target="_blank"
                 >
                   <FormattedMessage
diff --git a/x-pack/legacy/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js b/x-pack/legacy/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js
index 232419cc7dca2..1f66cf95553b9 100644
--- a/x-pack/legacy/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js
+++ b/x-pack/legacy/plugins/ml/public/application/components/rule_editor/rule_editor_flyout.js
@@ -56,7 +56,7 @@ import { metadata } from 'ui/metadata';
 import { FormattedMessage, injectI18n } from '@kbn/i18n/react';
 
 // metadata.branch corresponds to the version used in documentation links.
-const docsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-rules.html`;
+const docsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-rules.html`;
 
 export const RuleEditorFlyout = injectI18n(
   class RuleEditorFlyout extends Component {
diff --git a/x-pack/legacy/plugins/ml/public/application/components/validate_job/__snapshots__/validate_job_view.test.js.snap b/x-pack/legacy/plugins/ml/public/application/components/validate_job/__snapshots__/validate_job_view.test.js.snap
index 29d10eb99ff4e..fb6b9c7c9db66 100644
--- a/x-pack/legacy/plugins/ml/public/application/components/validate_job/__snapshots__/validate_job_view.test.js.snap
+++ b/x-pack/legacy/plugins/ml/public/application/components/validate_job/__snapshots__/validate_job_view.test.js.snap
@@ -60,7 +60,7 @@ exports[`ValidateJob renders button and modal with a message 1`] = `
           values={
             Object {
               "mlJobTipsLink": <ForwardRef
-                href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/create-jobs.html#job-tips"
+                href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/create-jobs.html#job-tips"
                 target="_blank"
               >
                 <FormattedMessage
@@ -150,7 +150,7 @@ exports[`ValidateJob renders the button and modal with a success message 1`] = `
           values={
             Object {
               "mlJobTipsLink": <ForwardRef
-                href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/create-jobs.html#job-tips"
+                href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/create-jobs.html#job-tips"
                 target="_blank"
               >
                 <FormattedMessage
diff --git a/x-pack/legacy/plugins/ml/public/application/components/validate_job/validate_job_view.js b/x-pack/legacy/plugins/ml/public/application/components/validate_job/validate_job_view.js
index c1296375b5a33..9b92265c4034b 100644
--- a/x-pack/legacy/plugins/ml/public/application/components/validate_job/validate_job_view.js
+++ b/x-pack/legacy/plugins/ml/public/application/components/validate_job/validate_job_view.js
@@ -27,7 +27,7 @@ import { FormattedMessage } from '@kbn/i18n/react';
 
 import { metadata } from 'ui/metadata';
 // metadata.branch corresponds to the version used in documentation links.
-const jobTipsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/create-jobs.html#job-tips`;
+const jobTipsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/create-jobs.html#job-tips`;
 
 // don't use something like plugins/ml/../common
 // because it won't work with the jest tests
diff --git a/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx b/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx
index e11fb615efd70..828c91052b30b 100644
--- a/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/calendars/description.tsx
@@ -10,7 +10,7 @@ import { FormattedMessage } from '@kbn/i18n/react';
 import { EuiDescribedFormGroup, EuiFormRow, EuiLink } from '@elastic/eui';
 import { metadata } from 'ui/metadata';
 
-const docsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-calendars.html`;
+const docsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-calendars.html`;
 
 export const Description: FC = memo(({ children }) => {
   const title = i18n.translate(
diff --git a/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx b/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx
index 89cd5c252c3d6..566bd313dbc6e 100644
--- a/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/jobs/new_job/pages/components/job_details_step/components/additional_section/components/custom_urls/description.tsx
@@ -10,7 +10,7 @@ import { FormattedMessage } from '@kbn/i18n/react';
 import { EuiDescribedFormGroup, EuiFormRow, EuiLink } from '@elastic/eui';
 import { metadata } from 'ui/metadata';
 
-const docsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-configuring-url.html`;
+const docsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-configuring-url.html`;
 
 export const Description: FC = memo(({ children }) => {
   const title = i18n.translate(
diff --git a/x-pack/legacy/plugins/ml/public/application/management/jobs_list/components/jobs_list_page/jobs_list_page.tsx b/x-pack/legacy/plugins/ml/public/application/management/jobs_list/components/jobs_list_page/jobs_list_page.tsx
index a19a27d00e9b0..1591dbcbad6bf 100644
--- a/x-pack/legacy/plugins/ml/public/application/management/jobs_list/components/jobs_list_page/jobs_list_page.tsx
+++ b/x-pack/legacy/plugins/ml/public/application/management/jobs_list/components/jobs_list_page/jobs_list_page.tsx
@@ -70,8 +70,8 @@ export const JobsListPage: FC<Props> = ({ isMlEnabledInSpace }) => {
   const [currentTabId, setCurrentTabId] = useState(tabs[0].id);
 
   // metadata.branch corresponds to the version used in documentation links.
-  const anomalyDetectionJobsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-jobs.html`;
-  const anomalyJobsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-dfanalytics.html`;
+  const anomalyDetectionJobsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-jobs.html`;
+  const anomalyJobsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-dfanalytics.html`;
 
   const anomalyDetectionDocsLabel = i18n.translate(
     'xpack.ml.management.jobsList.anomalyDetectionDocsLabel',
diff --git a/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/__snapshots__/header.test.js.snap b/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/__snapshots__/header.test.js.snap
index 2d32650a4b788..0b39841ed61e4 100644
--- a/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/__snapshots__/header.test.js.snap
+++ b/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/__snapshots__/header.test.js.snap
@@ -89,7 +89,7 @@ exports[`CalendarListsHeader renders header 1`] = `
             Object {
               "br": <br />,
               "learnMoreLink": <ForwardRef
-                href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/ml-calendars.html"
+                href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/ml-calendars.html"
                 target="_blank"
               >
                 <FormattedMessage
diff --git a/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/header.js b/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/header.js
index 9f1229d28f0aa..58f0ac268fdb2 100644
--- a/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/header.js
+++ b/x-pack/legacy/plugins/ml/public/application/settings/calendars/list/header.js
@@ -26,7 +26,7 @@ import {
 import { metadata } from 'ui/metadata';
 
 // metadata.branch corresponds to the version used in documentation links.
-const docsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-calendars.html`;
+const docsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-calendars.html`;
 
 export function CalendarsListHeader({ totalCount, refreshCalendars }) {
   return (
diff --git a/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/__snapshots__/header.test.js.snap b/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/__snapshots__/header.test.js.snap
index 7e658fde9f1cf..77936b16667b1 100644
--- a/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/__snapshots__/header.test.js.snap
+++ b/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/__snapshots__/header.test.js.snap
@@ -90,7 +90,7 @@ You can use the same filter list in multiple jobs.{br}{learnMoreLink}"
             Object {
               "br": <br />,
               "learnMoreLink": <ForwardRef
-                href="https://www.elastic.co/guide/en/elastic-stack-overview/jest-metadata-mock-branch/ml-rules.html"
+                href="https://www.elastic.co/guide/en/machine-learning/jest-metadata-mock-branch/ml-rules.html"
                 target="_blank"
               >
                 <FormattedMessage
diff --git a/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/header.js b/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/header.js
index aed643165bd64..ae0c2ef4338ec 100644
--- a/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/header.js
+++ b/x-pack/legacy/plugins/ml/public/application/settings/filter_lists/list/header.js
@@ -26,7 +26,7 @@ import {
 import { metadata } from 'ui/metadata';
 
 // metadata.branch corresponds to the version used in documentation links.
-const docsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/${metadata.branch}/ml-rules.html`;
+const docsUrl = `https://www.elastic.co/guide/en/machine-learning/${metadata.branch}/ml-rules.html`;
 
 export function FilterListsHeader({ totalCount, refreshFilterLists }) {
   return (
diff --git a/x-pack/legacy/plugins/ml/server/models/job_validation/messages.js b/x-pack/legacy/plugins/ml/server/models/job_validation/messages.js
index 4cd6dbc787d28..2c0c218bf86b5 100644
--- a/x-pack/legacy/plugins/ml/server/models/job_validation/messages.js
+++ b/x-pack/legacy/plugins/ml/server/models/job_validation/messages.js
@@ -14,7 +14,7 @@ export const getMessages = () => {
     return messages;
   }
 
-  const createJobsDocsUrl = `https://www.elastic.co/guide/en/elastic-stack-overview/{{version}}/create-jobs.html`;
+  const createJobsDocsUrl = `https://www.elastic.co/guide/en/machine-learning/{{version}}/create-jobs.html`;
 
   return (messages = {
     field_not_aggregatable: {
@@ -26,7 +26,7 @@ export const getMessages = () => {
         },
       }),
       url:
-        'https://www.elastic.co/guide/en/elastic-stack-overview/{{version}}/ml-configuring-aggregation.html',
+        'https://www.elastic.co/guide/en/machine-learning/{{version}}/ml-configuring-aggregation.html',
     },
     fields_not_aggregatable: {
       status: 'ERROR',
@@ -34,7 +34,7 @@ export const getMessages = () => {
         defaultMessage: 'One of the detector fields is not an aggregatable field.',
       }),
       url:
-        'https://www.elastic.co/guide/en/elastic-stack-overview/{{version}}/ml-configuring-aggregation.html',
+        'https://www.elastic.co/guide/en/machine-learning/{{version}}/ml-configuring-aggregation.html',
     },
     cardinality_by_field: {
       status: 'WARNING',
@@ -112,7 +112,7 @@ export const getMessages = () => {
         }
       ),
       url:
-        'https://www.elastic.co/guide/en/elastic-stack-overview/{{version}}/ml-configuring-categories.html',
+        'https://www.elastic.co/guide/en/machine-learning/{{version}}/ml-configuring-categories.html',
     },
     categorization_filters_invalid: {
       status: 'ERROR',
diff --git a/x-pack/legacy/plugins/transform/public/shim.ts b/x-pack/legacy/plugins/transform/public/shim.ts
index f8edc752c9a21..d739dd2edddcc 100644
--- a/x-pack/legacy/plugins/transform/public/shim.ts
+++ b/x-pack/legacy/plugins/transform/public/shim.ts
@@ -47,6 +47,7 @@ export interface Core extends npCore {
     esDocBasePath: string;
     esPluginDocBasePath: string;
     esStackOverviewDocBasePath: string;
+    esMLDocBasePath: string;
   };
   docTitle: {
     change: typeof docTitle.change;
@@ -93,6 +94,7 @@ export function createPublicShim(): { core: Core; plugins: Plugins } {
         esDocBasePath: `${ELASTIC_WEBSITE_URL}guide/en/elasticsearch/reference/${DOC_LINK_VERSION}/`,
         esPluginDocBasePath: `${ELASTIC_WEBSITE_URL}guide/en/elasticsearch/plugins/${DOC_LINK_VERSION}/`,
         esStackOverviewDocBasePath: `${ELASTIC_WEBSITE_URL}guide/en/elastic-stack-overview/${DOC_LINK_VERSION}/`,
+        esMLDocBasePath: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/`,
       },
       docTitle: {
         change: docTitle.change,