diff --git a/pkg/ui/v1beta1/frontend/src/actions/generalActions.js b/pkg/ui/v1beta1/frontend/src/actions/generalActions.js
index 8407fe238b9..5b6b6af5fb2 100644
--- a/pkg/ui/v1beta1/frontend/src/actions/generalActions.js
+++ b/pkg/ui/v1beta1/frontend/src/actions/generalActions.js
@@ -115,6 +115,35 @@ export const changeStatus = (filter, checked) => ({
   checked,
 });
 
+export const CHANGE_EARLY_STOPPING_ALGORITHM = 'CHANGE_EARLY_STOPPING_ALGORITHM';
+
+export const changeEarlyStoppingAlgorithm = algorithmName => ({
+  type: CHANGE_EARLY_STOPPING_ALGORITHM,
+  algorithmName,
+});
+
+export const ADD_EARLY_STOPPING_SETTING = 'ADD_EARLY_STOPPING_SETTING';
+
+export const addEarlyStoppingSetting = () => ({
+  type: ADD_EARLY_STOPPING_SETTING,
+});
+
+export const CHANGE_EARLY_STOPPING_SETTING = 'CHANGE_EARLY_STOPPING_SETTING';
+
+export const changeEarlyStoppingSetting = (index, field, value) => ({
+  type: CHANGE_EARLY_STOPPING_SETTING,
+  index,
+  field,
+  value,
+});
+
+export const DELETE_EARLY_STOPPING_SETTING = 'DELETE_EARLY_STOPPING_SETTING';
+
+export const deleteEarlyStoppingSetting = index => ({
+  type: DELETE_EARLY_STOPPING_SETTING,
+  index,
+});
+
 export const CHANGE_TRIAL_TEMPLATE_SOURCE = 'CHANGE_TRIAL_TEMPLATE_SOURCE';
 
 export const changeTrialTemplateSource = source => ({
diff --git a/pkg/ui/v1beta1/frontend/src/components/Common/Create/Params/EarlyStopping.jsx b/pkg/ui/v1beta1/frontend/src/components/Common/Create/Params/EarlyStopping.jsx
new file mode 100644
index 00000000000..43117e16d3e
--- /dev/null
+++ b/pkg/ui/v1beta1/frontend/src/components/Common/Create/Params/EarlyStopping.jsx
@@ -0,0 +1,165 @@
+import React from 'react';
+import { connect } from 'react-redux';
+
+import { makeStyles } from '@material-ui/core/styles';
+import Button from '@material-ui/core/Button';
+import Grid from '@material-ui/core/Grid';
+import Tooltip from '@material-ui/core/Tooltip';
+import HelpOutlineIcon from '@material-ui/icons/HelpOutline';
+import Typography from '@material-ui/core/Typography';
+import MenuItem from '@material-ui/core/MenuItem';
+import FormControl from '@material-ui/core/FormControl';
+import Select from '@material-ui/core/Select';
+import InputLabel from '@material-ui/core/InputLabel';
+import TextField from '@material-ui/core/TextField';
+import IconButton from '@material-ui/core/IconButton';
+import DeleteIcon from '@material-ui/icons/Delete';
+
+import {
+  changeEarlyStoppingAlgorithm,
+  addEarlyStoppingSetting,
+  changeEarlyStoppingSetting,
+  deleteEarlyStoppingSetting,
+} from '../../../../actions/generalActions';
+
+import { GENERAL_MODULE } from '../../../../constants/constants';
+
+const useStyles = makeStyles({
+  textField: {
+    width: '80%',
+  },
+  help: {
+    padding: 4 / 2,
+    verticalAlign: 'middle',
+    marginRight: 5,
+  },
+  parameter: {
+    padding: 2,
+    marginBottom: 10,
+  },
+  icon: {
+    padding: 4,
+    margin: '0 auto',
+    verticalAlign: 'middle !important',
+  },
+  formControl: {
+    width: '100%',
+  },
+  addButton: {
+    margin: 10,
+  },
+});
+
+const EarlyStopping = props => {
+  const classes = useStyles();
+
+  const onEarlyStoppingAlgorithmChange = event => {
+    props.changeEarlyStoppingAlgorithm(event.target.value);
+  };
+
+  const onAddEarlyStoppingSetting = () => {
+    props.addEarlyStoppingSetting();
+  };
+
+  const onChangeEarlyStoppingSetting = (field, index) => event => {
+    props.changeEarlyStoppingSetting(index, field, event.target.value);
+  };
+
+  const onDeleteEarlyStoppingSetting = index => event => {
+    props.deleteEarlyStoppingSetting(index);
+  };
+  return (
+    <div>
+      <Button
+        variant={'contained'}
+        color={'primary'}
+        className={classes.addButton}
+        onClick={onAddEarlyStoppingSetting}
+      >
+        Add early stopping setting
+      </Button>
+      <div className={classes.parameter}>
+        <Grid container alignItems={'center'}>
+          <Grid item xs={12} sm={3}>
+            <Typography>
+              <Tooltip title={'Name for the Early Stopping Algorithm'}>
+                <HelpOutlineIcon className={classes.help} color={'primary'} />
+              </Tooltip>
+              {'Early Stopping Algorithm Name'}
+            </Typography>
+          </Grid>
+          <Grid item xs={12} sm={8}>
+            <FormControl variant="outlined" className={classes.formControl}>
+              <InputLabel>Algorithm Name</InputLabel>
+              <Select
+                value={props.earlyStoppingAlgorithm}
+                onChange={onEarlyStoppingAlgorithmChange}
+                label="Algorithm Name"
+              >
+                {props.allEarlyStoppingAlgorithms.map((algorithm, i) => {
+                  return (
+                    <MenuItem value={algorithm} key={i}>
+                      {algorithm}
+                    </MenuItem>
+                  );
+                })}
+              </Select>
+            </FormControl>
+          </Grid>
+        </Grid>
+      </div>
+      <br />
+      {props.earlyStoppingSettings.map((setting, i) => {
+        return (
+          <div key={i} className={classes.parameter}>
+            <Grid container alignItems={'center'}>
+              <Grid item xs={3} />
+              <Grid item xs={4}>
+                <TextField
+                  label={'Name'}
+                  className={classes.textField}
+                  value={setting.name}
+                  onChange={onChangeEarlyStoppingSetting('name', i)}
+                />
+              </Grid>
+              <Grid item xs={4}>
+                <TextField
+                  label={'Value'}
+                  className={classes.textField}
+                  value={setting.value}
+                  onChange={onChangeEarlyStoppingSetting('value', i)}
+                />
+              </Grid>
+              <Grid item xs={1}>
+                <IconButton
+                  key="close"
+                  aria-label="Close"
+                  color={'primary'}
+                  className={classes.icon}
+                  onClick={onDeleteEarlyStoppingSetting(i)}
+                >
+                  <DeleteIcon />
+                </IconButton>
+              </Grid>
+            </Grid>
+          </div>
+        );
+      })}
+    </div>
+  );
+};
+
+const mapStateToProps = state => {
+  return {
+    earlyStoppingAlgorithm: state[GENERAL_MODULE].earlyStoppingAlgorithm,
+    allEarlyStoppingAlgorithms: state[GENERAL_MODULE].allEarlyStoppingAlgorithms,
+    earlyStoppingSettings: state[GENERAL_MODULE].earlyStoppingSettings,
+  };
+};
+
+export default connect(mapStateToProps, {
+  changeEarlyStoppingAlgorithm,
+  addEarlyStoppingSetting,
+  changeEarlyStoppingSetting,
+  deleteEarlyStoppingSetting,
+})(EarlyStopping);
diff --git a/pkg/ui/v1beta1/frontend/src/components/HP/Create/HPParameters.jsx b/pkg/ui/v1beta1/frontend/src/components/HP/Create/HPParameters.jsx
index 1e5004372f0..4608676f403 100644
--- a/pkg/ui/v1beta1/frontend/src/components/HP/Create/HPParameters.jsx
+++ b/pkg/ui/v1beta1/frontend/src/components/HP/Create/HPParameters.jsx
@@ -14,7 +14,10 @@ import Objective from './Params/Objective';
 import TrialTemplate from '../../Common/Create/Params/Trial/TrialTemplate';
 import Parameters from './Params/Parameters';
 import Algorithm from './Params/Algorithm';
+import EarlyStopping from '../../Common/Create/Params/EarlyStopping';
 import MetricsCollectorSpec from '../../Common/Create/Params/MetricsCollector';
+import FormControlLabel from '@material-ui/core/FormControlLabel';
+import Checkbox from '@material-ui/core/Checkbox';
 
 import { submitHPJob } from '../../../actions/hpCreateActions';
 
@@ -110,6 +113,14 @@ const HPParameters = props => {
     data.spec.algorithm.algorithmSettings = [];
     addAlgorithmSettings(props.algorithmSettings, data.spec.algorithm.algorithmSettings);
 
+    // Add early stopping if selected.
+    if (checkedSetEarlyStopping) {
+      data.spec.earlyStopping = {};
+      data.spec.earlyStopping.algorithmName = props.earlyStoppingAlgorithm;
+      data.spec.earlyStopping.algorithmSettings = [];
+      addAlgorithmSettings(props.earlyStoppingSettings, data.spec.earlyStopping.algorithmSettings);
+    }
+
     data.spec.parameters = [];
     addParameter(props.parameters, data.spec.parameters);
 
@@ -238,6 +249,12 @@ const HPParameters = props => {
 
   const { classes } = props;
 
+  const [checkedSetEarlyStopping, setCheckedSetEarlyStopping] = React.useState(false);
+
+  const onCheckBoxChange = event => {
+    setCheckedSetEarlyStopping(event.target.checked);
+  };
+
   return (
     <div className={classes.root}>
       {/* Common Metadata */}
@@ -251,6 +268,25 @@ const HPParameters = props => {
       {SectionInTypography('Algorithm')}
       <Algorithm />
 
+      <Grid container spacing={3}>
+        <Grid item>
+          <Typography variant="h6">Early Stopping (Optional)</Typography>
+        </Grid>
+        <Grid item>
+          <FormControlLabel
+            control={
+              <Checkbox
+                checked={checkedSetEarlyStopping}
+                onChange={onCheckBoxChange}
+                color="primary"
+              />
+            }
+            label="Set"
+          />
+        </Grid>
+      </Grid>
+      {checkedSetEarlyStopping && <EarlyStopping />}
+
       {SectionInTypography('Parameters')}
       <Parameters />
       {SectionInTypography('Metrics Collector Spec')}
@@ -290,6 +326,8 @@ const mapStateToProps = state => {
     additionalMetricNames: state[constants.HP_CREATE_MODULE].additionalMetricNames,
     metricStrategies: state[constants.HP_CREATE_MODULE].metricStrategies,
     algorithmName: state[constants.HP_CREATE_MODULE].algorithmName,
+    earlyStoppingAlgorithm: state[constants.GENERAL_MODULE].earlyStoppingAlgorithm,
+    earlyStoppingSettings: state[constants.GENERAL_MODULE].earlyStoppingSettings,
     algorithmSettings: state[constants.HP_CREATE_MODULE].algorithmSettings,
     parameters: state[constants.HP_CREATE_MODULE].parameters,
     primaryPodLabels: state[constants.GENERAL_MODULE].primaryPodLabels,
diff --git a/pkg/ui/v1beta1/frontend/src/components/HP/Monitor/HPJobTable.jsx b/pkg/ui/v1beta1/frontend/src/components/HP/Monitor/HPJobTable.jsx
index f6deb2ae2fc..d04c5e79767 100644
--- a/pkg/ui/v1beta1/frontend/src/components/HP/Monitor/HPJobTable.jsx
+++ b/pkg/ui/v1beta1/frontend/src/components/HP/Monitor/HPJobTable.jsx
@@ -115,7 +115,7 @@ class HPJobTable extends React.Component {
 
     return (
       <Paper className={classes.root}>
-        {this.props.data.length > 1 && (
+        {this.props.data.length >= 1 && (
           <div>
             <Table className={classes.table}>
               <TableHead>
diff --git a/pkg/ui/v1beta1/frontend/src/reducers/general.js b/pkg/ui/v1beta1/frontend/src/reducers/general.js
index 5a317544f47..8c0367c58ff 100644
--- a/pkg/ui/v1beta1/frontend/src/reducers/general.js
+++ b/pkg/ui/v1beta1/frontend/src/reducers/general.js
@@ -32,6 +32,10 @@ const initialState = {
   suggestion: {},
   dialogSuggestionOpen: false,
 
+  earlyStoppingAlgorithm: 'medianstop',
+  allEarlyStoppingAlgorithms: ['medianstop'],
+  earlyStoppingSettings: [],
+
   trialTemplateSourceList: [TEMPLATE_SOURCE_CONFIG_MAP, TEMPLATE_SOURCE_YAML],
   trialTemplateSource: 'ConfigMap',
   primaryPodLabels: [],
@@ -237,6 +241,34 @@ const generalReducer = (state = initialState, action) => {
         dialogExperimentOpen: false,
         dialogSuggestionOpen: false,
       };
+    // Experiment early stopping actions.
+    case actions.CHANGE_EARLY_STOPPING_ALGORITHM:
+      return {
+        ...state,
+        earlyStoppingAlgorithm: action.algorithmName,
+      };
+    case actions.ADD_EARLY_STOPPING_SETTING:
+      var earlyStoppingSettings = state.earlyStoppingSettings.slice();
+      let setting = { name: '', value: '' };
+      earlyStoppingSettings.push(setting);
+      return {
+        ...state,
+        earlyStoppingSettings: earlyStoppingSettings,
+      };
+    case actions.CHANGE_EARLY_STOPPING_SETTING:
+      earlyStoppingSettings = state.earlyStoppingSettings.slice();
+      earlyStoppingSettings[action.index][action.field] = action.value;
+      return {
+        ...state,
+        earlyStoppingSettings: earlyStoppingSettings,
+      };
+    case actions.DELETE_EARLY_STOPPING_SETTING:
+      earlyStoppingSettings = state.earlyStoppingSettings.slice();
+      earlyStoppingSettings.splice(action.index, 1);
+      return {
+        ...state,
+        earlyStoppingSettings: earlyStoppingSettings,
+      };
     // Experiment Trial Template actions.
     case templateActions.FETCH_TRIAL_TEMPLATES_SUCCESS:
       var trialTemplatesData = action.trialTemplatesData;