diff --git a/superset-frontend/src/components/DvtSidebar/dvtSidebarData.ts b/superset-frontend/src/components/DvtSidebar/dvtSidebarData.ts
index 1195a0a52ae68..05c55d0229084 100644
--- a/superset-frontend/src/components/DvtSidebar/dvtSidebarData.ts
+++ b/superset-frontend/src/components/DvtSidebar/dvtSidebarData.ts
@@ -320,6 +320,25 @@ const DvtSidebarData: SidebarDataProps[] = [
         label: t('TİME COLUMN NAME'),
         active: 'lstm',
       },
+      {
+        placeholder: t('TARGET COLUMN'),
+        name: 'targetColumnName',
+        label: t('TARGET COLUMN NAME'),
+        active: 'lstm_forecast',
+      },
+      {
+        placeholder: t('TİME COLUMN'),
+        name: 'timeColumnName',
+        label: t('TİME COLUMN NAME'),
+        active: 'lstm_forecast',
+      },
+      {
+        placeholder: t('Prediction Number'),
+        name: 'predictionNumber',
+        label: t('Prediction Number'),
+        active: 'lstm_forecast',
+        status: 'input',
+      },
       {
         placeholder: t('PERCENTILE'),
         name: 'percentile',
diff --git a/superset-frontend/src/components/DvtSidebar/index.tsx b/superset-frontend/src/components/DvtSidebar/index.tsx
index dc04902a8ddc8..b3414312b0dda 100644
--- a/superset-frontend/src/components/DvtSidebar/index.tsx
+++ b/superset-frontend/src/components/DvtSidebar/index.tsx
@@ -475,6 +475,7 @@ const DvtSidebar: React.FC<DvtSidebarProps> = ({ pathName, minWidth }) => {
           'algorithm',
           'targetColumnName',
           'timeColumnName',
+          'predictionNumber',
           'featureColumn',
           'groupColumn',
           'labelColumn',
diff --git a/superset-frontend/src/dvt-redux/dvt-sidebarReducer.ts b/superset-frontend/src/dvt-redux/dvt-sidebarReducer.ts
index 1ec4d9b19ee83..2324914c168d4 100644
--- a/superset-frontend/src/dvt-redux/dvt-sidebarReducer.ts
+++ b/superset-frontend/src/dvt-redux/dvt-sidebarReducer.ts
@@ -67,6 +67,7 @@ interface DvtSidebarState {
     algorithm: any;
     targetColumnName: any;
     timeColumnName: any;
+    predictionNumber: any;
     featureColumn: any;
     groupColumn: any;
     labelColumn: any;
@@ -217,6 +218,7 @@ interface DvtSidebarState {
       algorithm: any[];
       targetColumnName: any[];
       timeColumnName: any[];
+      predictionNumber: any[];
       featureColumn: any[];
       groupColumn: any[];
       labelColumn: any[];
@@ -300,6 +302,7 @@ const INITIAL_STATE = {
     algorithm: '',
     targetColumnName: '',
     timeColumnName: '',
+    predictionNumber: '',
     featureColumn: '',
     groupColumn: '',
     labelColumn: '',
@@ -460,6 +463,7 @@ const initialState: DvtSidebarState = {
       algorithm: [],
       targetColumnName: [],
       timeColumnName: [],
+      predictionNumber: [],
       featureColumn: [],
       groupColumn: [],
       labelColumn: [],
@@ -574,6 +578,7 @@ const dvtSidebarSlice = createSlice({
                   algorithm: [],
                   targetColumnName: [],
                   timeColumnName: [],
+                  predictionNumber: [],
                   featureColumn: [],
                   groupColumn: [],
                   labelColumn: [],
diff --git a/superset-frontend/src/pages/DvtNewTrainedTable/index.tsx b/superset-frontend/src/pages/DvtNewTrainedTable/index.tsx
index cfca7bcfe9331..5a44c1c12cbcb 100644
--- a/superset-frontend/src/pages/DvtNewTrainedTable/index.tsx
+++ b/superset-frontend/src/pages/DvtNewTrainedTable/index.tsx
@@ -67,6 +67,16 @@ function DvtNewTainedTable() {
               newTainedTableAddSelector.targetColumnName?.value,
             time_column_name: newTainedTableAddSelector.timeColumnName?.value,
           }
+        : newTainedTableAddSelector.algorithm?.value === 'lstm_forecast'
+        ? {
+            source_table_name: newTainedTableAddSelector.selectDatabase?.value,
+            target_column_name:
+              newTainedTableAddSelector.targetColumnName?.value,
+            time_column_name: newTainedTableAddSelector.timeColumnName?.value,
+            predictionNumber: newTainedTableAddSelector.predictionNumber
+              ? newTainedTableAddSelector.predictionNumber
+              : undefined,
+          }
         : newTainedTableAddSelector.category?.value === 'statistical'
         ? {
             algorithm_name: newTainedTableAddSelector.algorithm?.value,
@@ -243,6 +253,8 @@ function DvtNewTainedTable() {
       setPostSegmentationDataSetUrl('algorithms/run-ml-algorithm');
     } else if (newTainedTableAddSelector.algorithm?.value === 'lstm') {
       setPostDataSetUrl('lstm');
+    } else if (newTainedTableAddSelector.algorithm?.value === 'lstm_forecast') {
+      setPostDataSetUrl('lstm_forecast');
     } else {
       setPostDataSetUrl('ml_and_insert/');
     }
@@ -261,7 +273,10 @@ function DvtNewTainedTable() {
         dvtSidebarSetDataProperty({
           pageKey: 'newTrainedTable',
           key: 'algorithm',
-          value: [{ value: 'lstm', label: 'LSTM' }],
+          value: [
+            { value: 'lstm', label: 'LSTM' },
+            { value: 'lstm_forecast', label: 'LSTM Forecast' },
+          ],
         }),
       );
     } else if (newTainedTableAddSelector.category?.value === 'statistical') {