diff --git a/cli/app.go b/cli/app.go
index eed81cf7cca..0f9d02f192e 100644
--- a/cli/app.go
+++ b/cli/app.go
@@ -1030,7 +1030,7 @@ var app = &cli.App{
 							Required: true,
 						},
 					},
-					Action: DataGetTrainingJob,
+					Action: MLGetTrainingJob,
 				},
 				{
 					Name:      "cancel",
@@ -1043,7 +1043,7 @@ var app = &cli.App{
 							Required: true,
 						},
 					},
-					Action: DataCancelTrainingJob,
+					Action: MLCancelTrainingJob,
 				},
 				{
 					Name:      "list",
@@ -1061,7 +1061,24 @@ var app = &cli.App{
 							Required: true,
 						},
 					},
-					Action: DataListTrainingJobs,
+					Action: MLListTrainingJobs,
+				},
+				{
+					Name:      "logs",
+					Usage:     "returns logs for specified training job ID",
+					UsageText: createUsageText("train logs", []string{trainFlagJobID}, true),
+					Flags: []cli.Flag{
+						&cli.StringFlag{
+							Name:        trainFlagJobID,
+							DefaultText: "training job ID",
+						},
+						&cli.IntFlag{
+							Name:        logsFlagCount,
+							Usage:       fmt.Sprintf("number of logs to fetch (max %v)", maxNumLogs),
+							DefaultText: fmt.Sprintf("%v", defaultNumLogs),
+						},
+					},
+					Action: MLGetLogs,
 				},
 			},
 		},
diff --git a/cli/ml_training.go b/cli/ml_training.go
index 87ba84ca853..9b53df8df61 100644
--- a/cli/ml_training.go
+++ b/cli/ml_training.go
@@ -155,8 +155,8 @@ func (c *viamClient) mlSubmitCustomTrainingJob(datasetID, registryItemID, regist
 	return resp.Id, nil
 }
 
-// DataGetTrainingJob is the corresponding action for 'data train get'.
-func DataGetTrainingJob(c *cli.Context) error {
+// MLGetTrainingJob is the corresponding action for 'train get'.
+func MLGetTrainingJob(c *cli.Context) error {
 	client, err := newViamClient(c)
 	if err != nil {
 		return err
@@ -181,8 +181,8 @@ func (c *viamClient) dataGetTrainingJob(trainingJobID string) (*mltrainingpb.Tra
 	return resp.Metadata, nil
 }
 
-// DataCancelTrainingJob is the corresponding action for 'data train cancel'.
-func DataCancelTrainingJob(c *cli.Context) error {
+// MLCancelTrainingJob is the corresponding action for 'train cancel'.
+func MLCancelTrainingJob(c *cli.Context) error {
 	client, err := newViamClient(c)
 	if err != nil {
 		return err
@@ -207,8 +207,8 @@ func (c *viamClient) dataCancelTrainingJob(trainingJobID string) error {
 	return nil
 }
 
-// DataListTrainingJobs is the corresponding action for 'data train list'.
-func DataListTrainingJobs(c *cli.Context) error {
+// MLListTrainingJobs is the corresponding action for 'train list'.
+func MLListTrainingJobs(c *cli.Context) error {
 	client, err := newViamClient(c)
 	if err != nil {
 		return err
@@ -475,3 +475,63 @@ func convertVisibilityToProto(visibility string) (*v1.Visibility, error) {
 
 	return &visibilityProto, nil
 }
+
+// MLGetLogs is the corresponding action for 'train logs'.
+func MLGetLogs(c *cli.Context) error {
+	client, err := newViamClient(c)
+	if err != nil {
+		return err
+	}
+	numLogs, err := getNumLogs(c)
+	if err != nil {
+		return err
+	}
+	jobs, err := client.mlLogsForTrainingJob(c.String(trainFlagJobID), numLogs)
+	if err != nil {
+		return err
+	}
+	for _, job := range jobs {
+		printf(c.App.Writer, "Training job: %s\n", job)
+	}
+	return nil
+}
+
+// mlLogsForTrainingJob get the logs for the given training job.
+func (c *viamClient) mlLogsForTrainingJob(trainingJobID string, numLogs int) ([]*mltrainingpb.TrainingJobLogEntry, error) {
+	if err := c.ensureLoggedIn(); err != nil {
+		return nil, err
+	}
+
+	// Use page tokens to get batches of 100 up to numLogs and throw away any
+	// extra logs in last batch.
+	logs := make([]*mltrainingpb.TrainingJobLogEntry, 0, numLogs)
+	var pageToken string
+	for i := 0; i < numLogs; {
+		resp, err := c.mlTrainingClient.GetTrainingJobLogs(c.c.Context, &mltrainingpb.GetTrainingJobLogsRequest{
+			Id:        trainingJobID,
+			PageToken: &pageToken,
+		})
+		if err != nil {
+			return nil, err
+		}
+
+		pageToken = resp.NextPageToken
+		// Break in the event of no logs in Get*LogsResponse or when
+		// page token is empty (no more pages).
+		if resp.Logs == nil || pageToken == "" {
+			break
+		}
+
+		// Truncate this intermediate slice of resp.Logs based on how many logs
+		// are still required by numLogs.
+		remainingLogsNeeded := numLogs - i
+		if remainingLogsNeeded < len(resp.Logs) {
+			resp.Logs = resp.Logs[:remainingLogsNeeded]
+		}
+		logs = append(logs, resp.Logs...)
+
+		i += len(resp.Logs)
+	}
+
+	return logs, nil
+}