diff --git a/x-pack/legacy/plugins/ml/public/overview/components/sidebar.tsx b/x-pack/legacy/plugins/ml/public/overview/components/sidebar.tsx
index 496beb158f698..82caadd4d58ea 100644
--- a/x-pack/legacy/plugins/ml/public/overview/components/sidebar.tsx
+++ b/x-pack/legacy/plugins/ml/public/overview/components/sidebar.tsx
@@ -25,13 +25,13 @@ function getCreateJobLink(createAnomalyDetectionJobDisabled: boolean) {
   return createAnomalyDetectionJobDisabled === true ? (
     <FormattedMessage
       id="xpack.ml.overview.gettingStartedSectionCreateJob"
-      defaultMessage="creating a new job"
+      defaultMessage="creating a new job"
     />
   ) : (
     <EuiLink href={createJobLink} target="blank">
       <FormattedMessage
         id="xpack.ml.overview.gettingStartedSectionCreateJob"
-        defaultMessage="creating a new job"
+        defaultMessage="creating a new job"
       />
     </EuiLink>
   );
@@ -43,15 +43,13 @@ export const OverviewSideBar: FC<Props> = ({ createAnomalyDetectionJobDisabled }
       <h2>
         <FormattedMessage
           id="xpack.ml.overview.gettingStartedSectionTitle"
-          defaultMessage="Getting Started"
+          defaultMessage="Getting started"
         />
       </h2>
       <p>
         <FormattedMessage
           id="xpack.ml.overview.gettingStartedSectionText"
-          defaultMessage="Welcome to Machine Learning. Get started by reviewing our {docs} or {createJob}.
-          For more information about machine learning in the Elastic stack please  see {whatIsMachineLearning}.
-          We recommend using {transforms} to create feature indices for analytics jobs."
+          defaultMessage="Welcome to Machine Learning. Get started by reviewing our {docs} or {createJob}. For more information about machine learning in the Elastic stack please see {whatIsMachineLearning}. We recommend using {transforms} to create feature indices for analytics jobs."
           values={{
             docs: (
               <EuiLink href={docsLink} target="blank">
@@ -87,13 +85,13 @@ export const OverviewSideBar: FC<Props> = ({ createAnomalyDetectionJobDisabled }
       <p>
         <FormattedMessage
           id="xpack.ml.overview.feedbackSectionText"
-          defaultMessage="If you have input or suggestions regarding your experience with Machine Learning please feel free to submit {feedbackLink}."
+          defaultMessage="If you have input or suggestions regarding your experience with Machine Learning please feel free to submit {feedbackLink}."
           values={{
             feedbackLink: (
               <EuiLink href={feedbackLink} target="blank">
                 <FormattedMessage
                   id="xpack.ml.overview.feedbackSectionLink"
-                  defaultMessage="feedback online"
+                  defaultMessage="feedback online"
                 />
               </EuiLink>
             ),