diff --git a/docs/development/core/public/kibana-plugin-core-public.doclinksstart.links.md b/docs/development/core/public/kibana-plugin-core-public.doclinksstart.links.md
index fde40cca38fa2..522c01124de82 100644
--- a/docs/development/core/public/kibana-plugin-core-public.doclinksstart.links.md
+++ b/docs/development/core/public/kibana-plugin-core-public.doclinksstart.links.md
@@ -101,12 +101,7 @@ readonly links: {
             readonly dateMath: string;
         };
         readonly management: Record<string, string>;
-        readonly ml: {
-            readonly guide: string;
-            readonly anomalyDetection: string;
-            readonly anomalyDetectionJobs: string;
-            readonly dataFrameAnalytics: string;
-        };
+        readonly ml: Record<string, string>;
         readonly visualize: Record<string, string>;
     };
 ```
diff --git a/docs/development/core/public/kibana-plugin-core-public.doclinksstart.md b/docs/development/core/public/kibana-plugin-core-public.doclinksstart.md
index 46437f7ccdc21..2bb885cba434f 100644
--- a/docs/development/core/public/kibana-plugin-core-public.doclinksstart.md
+++ b/docs/development/core/public/kibana-plugin-core-public.doclinksstart.md
@@ -17,5 +17,5 @@ export interface DocLinksStart
 |  --- | --- | --- |
 |  [DOC\_LINK\_VERSION](./kibana-plugin-core-public.doclinksstart.doc_link_version.md) | <code>string</code> |  |
 |  [ELASTIC\_WEBSITE\_URL](./kibana-plugin-core-public.doclinksstart.elastic_website_url.md) | <code>string</code> |  |
-|  [links](./kibana-plugin-core-public.doclinksstart.links.md) | <code>{</code><br/><code>        readonly dashboard: {</code><br/><code>            readonly guide: string;</code><br/><code>            readonly drilldowns: string;</code><br/><code>            readonly drilldownsTriggerPicker: string;</code><br/><code>            readonly urlDrilldownTemplateSyntax: string;</code><br/><code>            readonly urlDrilldownVariables: string;</code><br/><code>        };</code><br/><code>        readonly filebeat: {</code><br/><code>            readonly base: string;</code><br/><code>            readonly installation: string;</code><br/><code>            readonly configuration: string;</code><br/><code>            readonly elasticsearchOutput: string;</code><br/><code>            readonly startup: string;</code><br/><code>            readonly exportedFields: string;</code><br/><code>        };</code><br/><code>        readonly auditbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly metricbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly heartbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly logstash: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly functionbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly winlogbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly aggs: {</code><br/><code>            readonly date_histogram: string;</code><br/><code>            readonly date_range: string;</code><br/><code>            readonly filter: string;</code><br/><code>            readonly filters: string;</code><br/><code>            readonly geohash_grid: string;</code><br/><code>            readonly histogram: string;</code><br/><code>            readonly ip_range: string;</code><br/><code>            readonly range: string;</code><br/><code>            readonly significant_terms: string;</code><br/><code>            readonly terms: string;</code><br/><code>            readonly avg: string;</code><br/><code>            readonly avg_bucket: string;</code><br/><code>            readonly max_bucket: string;</code><br/><code>            readonly min_bucket: string;</code><br/><code>            readonly sum_bucket: string;</code><br/><code>            readonly cardinality: string;</code><br/><code>            readonly count: string;</code><br/><code>            readonly cumulative_sum: string;</code><br/><code>            readonly derivative: string;</code><br/><code>            readonly geo_bounds: string;</code><br/><code>            readonly geo_centroid: string;</code><br/><code>            readonly max: string;</code><br/><code>            readonly median: string;</code><br/><code>            readonly min: string;</code><br/><code>            readonly moving_avg: string;</code><br/><code>            readonly percentile_ranks: string;</code><br/><code>            readonly serial_diff: string;</code><br/><code>            readonly std_dev: string;</code><br/><code>            readonly sum: string;</code><br/><code>            readonly top_hits: string;</code><br/><code>        };</code><br/><code>        readonly scriptedFields: {</code><br/><code>            readonly scriptFields: string;</code><br/><code>            readonly scriptAggs: string;</code><br/><code>            readonly painless: string;</code><br/><code>            readonly painlessApi: string;</code><br/><code>            readonly painlessSyntax: string;</code><br/><code>            readonly luceneExpressions: string;</code><br/><code>        };</code><br/><code>        readonly indexPatterns: {</code><br/><code>            readonly loadingData: string;</code><br/><code>            readonly introduction: string;</code><br/><code>        };</code><br/><code>        readonly addData: string;</code><br/><code>        readonly kibana: string;</code><br/><code>        readonly siem: {</code><br/><code>            readonly guide: string;</code><br/><code>            readonly gettingStarted: string;</code><br/><code>        };</code><br/><code>        readonly query: {</code><br/><code>            readonly eql: string;</code><br/><code>            readonly luceneQuerySyntax: string;</code><br/><code>            readonly queryDsl: string;</code><br/><code>            readonly kueryQuerySyntax: string;</code><br/><code>        };</code><br/><code>        readonly date: {</code><br/><code>            readonly dateMath: string;</code><br/><code>        };</code><br/><code>        readonly management: Record&lt;string, string&gt;;</code><br/><code>        readonly ml: {</code><br/><code>            readonly guide: string;</code><br/><code>            readonly anomalyDetection: string;</code><br/><code>            readonly anomalyDetectionJobs: string;</code><br/><code>            readonly dataFrameAnalytics: string;</code><br/><code>        };</code><br/><code>        readonly visualize: Record&lt;string, string&gt;;</code><br/><code>    }</code> |  |
+|  [links](./kibana-plugin-core-public.doclinksstart.links.md) | <code>{</code><br/><code>        readonly dashboard: {</code><br/><code>            readonly guide: string;</code><br/><code>            readonly drilldowns: string;</code><br/><code>            readonly drilldownsTriggerPicker: string;</code><br/><code>            readonly urlDrilldownTemplateSyntax: string;</code><br/><code>            readonly urlDrilldownVariables: string;</code><br/><code>        };</code><br/><code>        readonly filebeat: {</code><br/><code>            readonly base: string;</code><br/><code>            readonly installation: string;</code><br/><code>            readonly configuration: string;</code><br/><code>            readonly elasticsearchOutput: string;</code><br/><code>            readonly startup: string;</code><br/><code>            readonly exportedFields: string;</code><br/><code>        };</code><br/><code>        readonly auditbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly metricbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly heartbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly logstash: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly functionbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly winlogbeat: {</code><br/><code>            readonly base: string;</code><br/><code>        };</code><br/><code>        readonly aggs: {</code><br/><code>            readonly date_histogram: string;</code><br/><code>            readonly date_range: string;</code><br/><code>            readonly filter: string;</code><br/><code>            readonly filters: string;</code><br/><code>            readonly geohash_grid: string;</code><br/><code>            readonly histogram: string;</code><br/><code>            readonly ip_range: string;</code><br/><code>            readonly range: string;</code><br/><code>            readonly significant_terms: string;</code><br/><code>            readonly terms: string;</code><br/><code>            readonly avg: string;</code><br/><code>            readonly avg_bucket: string;</code><br/><code>            readonly max_bucket: string;</code><br/><code>            readonly min_bucket: string;</code><br/><code>            readonly sum_bucket: string;</code><br/><code>            readonly cardinality: string;</code><br/><code>            readonly count: string;</code><br/><code>            readonly cumulative_sum: string;</code><br/><code>            readonly derivative: string;</code><br/><code>            readonly geo_bounds: string;</code><br/><code>            readonly geo_centroid: string;</code><br/><code>            readonly max: string;</code><br/><code>            readonly median: string;</code><br/><code>            readonly min: string;</code><br/><code>            readonly moving_avg: string;</code><br/><code>            readonly percentile_ranks: string;</code><br/><code>            readonly serial_diff: string;</code><br/><code>            readonly std_dev: string;</code><br/><code>            readonly sum: string;</code><br/><code>            readonly top_hits: string;</code><br/><code>        };</code><br/><code>        readonly scriptedFields: {</code><br/><code>            readonly scriptFields: string;</code><br/><code>            readonly scriptAggs: string;</code><br/><code>            readonly painless: string;</code><br/><code>            readonly painlessApi: string;</code><br/><code>            readonly painlessSyntax: string;</code><br/><code>            readonly luceneExpressions: string;</code><br/><code>        };</code><br/><code>        readonly indexPatterns: {</code><br/><code>            readonly loadingData: string;</code><br/><code>            readonly introduction: string;</code><br/><code>        };</code><br/><code>        readonly addData: string;</code><br/><code>        readonly kibana: string;</code><br/><code>        readonly siem: {</code><br/><code>            readonly guide: string;</code><br/><code>            readonly gettingStarted: string;</code><br/><code>        };</code><br/><code>        readonly query: {</code><br/><code>            readonly eql: string;</code><br/><code>            readonly luceneQuerySyntax: string;</code><br/><code>            readonly queryDsl: string;</code><br/><code>            readonly kueryQuerySyntax: string;</code><br/><code>        };</code><br/><code>        readonly date: {</code><br/><code>            readonly dateMath: string;</code><br/><code>        };</code><br/><code>        readonly management: Record&lt;string, string&gt;;</code><br/><code>        readonly ml: Record&lt;string, string&gt;;</code><br/><code>        readonly visualize: Record&lt;string, string&gt;;</code><br/><code>    }</code> |  |
 
diff --git a/src/core/public/doc_links/doc_links_service.ts b/src/core/public/doc_links/doc_links_service.ts
index c543f6fa218aa..531647eb020b4 100644
--- a/src/core/public/doc_links/doc_links_service.ts
+++ b/src/core/public/doc_links/doc_links_service.ts
@@ -136,9 +136,18 @@ export class DocLinksService {
         },
         ml: {
           guide: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/index.html`,
+          aggregations: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-configuring-aggregation.html`,
           anomalyDetection: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/xpack-ml.html`,
           anomalyDetectionJobs: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-jobs.html`,
+          anomalyDetectionJobTips: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/create-jobs.html#job-tips`,
+          calendars: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-calendars.html`,
+          classificationEvaluation: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-dfanalytics-evaluate.html#ml-dfanalytics-classification`,
+          customRules: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-rules.html`,
+          customUrls: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-configuring-url.html`,
           dataFrameAnalytics: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-dfanalytics.html`,
+          featureImportance: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-feature-importance.html`,
+          outlierDetectionRoc: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-dfanalytics-evaluate.html#ml-dfanalytics-roc`,
+          regressionEvaluation: `${ELASTIC_WEBSITE_URL}guide/en/machine-learning/${DOC_LINK_VERSION}/ml-dfanalytics-evaluate.html#ml-dfanalytics-regression-evaluation`,
         },
         visualize: {
           guide: `${ELASTIC_WEBSITE_URL}guide/en/kibana/${DOC_LINK_VERSION}/visualize.html`,
@@ -249,12 +258,7 @@ export interface DocLinksStart {
       readonly dateMath: string;
     };
     readonly management: Record<string, string>;
-    readonly ml: {
-      readonly guide: string;
-      readonly anomalyDetection: string;
-      readonly anomalyDetectionJobs: string;
-      readonly dataFrameAnalytics: string;
-    };
+    readonly ml: Record<string, string>;
     readonly visualize: Record<string, string>;
   };
 }
diff --git a/src/core/public/public.api.md b/src/core/public/public.api.md
index 3852792547062..50e8cca75737e 100644
--- a/src/core/public/public.api.md
+++ b/src/core/public/public.api.md
@@ -573,12 +573,7 @@ export interface DocLinksStart {
             readonly dateMath: string;
         };
         readonly management: Record<string, string>;
-        readonly ml: {
-            readonly guide: string;
-            readonly anomalyDetection: string;
-            readonly anomalyDetectionJobs: string;
-            readonly dataFrameAnalytics: string;
-        };
+        readonly ml: Record<string, string>;
         readonly visualize: Record<string, string>;
     };
 }