diff --git a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/BigQuery.java b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/BigQuery.java
index c9c2e8226673..a566fbeb8421 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/BigQuery.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/BigQuery.java
@@ -132,7 +132,9 @@ enum ModelField implements FieldSelector {
     LAST_MODIFIED_TIME("lastModifiedTime"),
     LOCATION("location"),
     MODEL_REFERENCE("modelReference"),
-    TIME_PARTITIONING("timePartitioning"),
+    TRAINING_RUNS("trainingRuns"),
+    LABEL_COLUMNS("labelColumns"),
+    FEATURE_COLUMNS("featureColumns"),
     TYPE("modelType");
 
     static final List<? extends FieldSelector> REQUIRED_FIELDS = ImmutableList.of(MODEL_REFERENCE);
diff --git a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java
index 7606a5b25e78..fd06985e9882 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/Model.java
@@ -18,9 +18,12 @@
 
 import static com.google.common.base.Preconditions.checkNotNull;
 
+import com.google.api.services.bigquery.model.StandardSqlField;
+import com.google.api.services.bigquery.model.TrainingRun;
 import com.google.cloud.bigquery.BigQuery.ModelOption;
 import java.io.IOException;
 import java.io.ObjectInputStream;
+import java.util.List;
 import java.util.Map;
 import java.util.Objects;
 
@@ -106,6 +109,24 @@ public Builder setLabels(Map<String, String> labels) {
       return this;
     }
 
+    @Override
+    Builder setTrainingRuns(List<TrainingRun> trainingRunList) {
+      infoBuilder.setTrainingRuns(trainingRunList);
+      return this;
+    }
+
+    @Override
+    Builder setLabelColumns(List<StandardSqlField> labelColumnList) {
+      infoBuilder.setLabelColumns(labelColumnList);
+      return this;
+    }
+
+    @Override
+    Builder setFeatureColumns(List<StandardSqlField> featureColumnList) {
+      infoBuilder.setFeatureColumns(featureColumnList);
+      return this;
+    }
+
     public Model build() {
       return new Model(bigquery, infoBuilder);
     }
diff --git a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java
index 15df4f492444..23f263708bda 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/main/java/com/google/cloud/bigquery/ModelInfo.java
@@ -18,11 +18,17 @@
 
 import static com.google.common.base.Preconditions.checkNotNull;
 
+import com.google.api.core.BetaApi;
 import com.google.api.services.bigquery.model.Model;
+import com.google.api.services.bigquery.model.StandardSqlField;
+import com.google.api.services.bigquery.model.TrainingRun;
 import com.google.common.base.Function;
 import com.google.common.base.MoreObjects;
 import com.google.common.base.Strings;
+import com.google.common.collect.ImmutableList;
 import java.io.Serializable;
+import java.util.Collections;
+import java.util.List;
 import java.util.Map;
 import java.util.Objects;
 
@@ -62,6 +68,9 @@ public Model apply(ModelInfo ModelInfo) {
   private final Long lastModifiedTime;
   private final Long expirationTime;
   private final Labels labels;
+  private final ImmutableList<TrainingRun> trainingRunList;
+  private final ImmutableList<StandardSqlField> featureColumnList;
+  private final ImmutableList<StandardSqlField> labelColumnList;
 
   /** A builder for {@code ModelInfo} objects. */
   public abstract static class Builder {
@@ -97,6 +106,12 @@ public abstract static class Builder {
 
     abstract Builder setLastModifiedTime(Long lastModifiedTime);
 
+    abstract Builder setTrainingRuns(List<TrainingRun> trainingRunList);
+
+    abstract Builder setLabelColumns(List<StandardSqlField> labelColumnList);
+
+    abstract Builder setFeatureColumns(List<StandardSqlField> featureColumnList);
+
     /** Creates a {@code ModelInfo} object. */
     public abstract ModelInfo build();
   }
@@ -112,6 +127,9 @@ static class BuilderImpl extends Builder {
     private Long lastModifiedTime;
     private Long expirationTime;
     private Labels labels = Labels.ZERO;
+    private List<TrainingRun> trainingRunList = Collections.emptyList();
+    private List<StandardSqlField> labelColumnList = Collections.emptyList();
+    private List<StandardSqlField> featureColumnList = Collections.emptyList();
 
     BuilderImpl() {}
 
@@ -124,6 +142,9 @@ static class BuilderImpl extends Builder {
       this.creationTime = modelInfo.creationTime;
       this.lastModifiedTime = modelInfo.lastModifiedTime;
       this.expirationTime = modelInfo.expirationTime;
+      this.trainingRunList = modelInfo.trainingRunList;
+      this.labelColumnList = modelInfo.labelColumnList;
+      this.featureColumnList = modelInfo.featureColumnList;
     }
 
     BuilderImpl(Model modelPb) {
@@ -139,6 +160,15 @@ static class BuilderImpl extends Builder {
       this.lastModifiedTime = modelPb.getLastModifiedTime();
       this.expirationTime = modelPb.getExpirationTime();
       this.labels = Labels.fromPb(modelPb.getLabels());
+      if (modelPb.getTrainingRuns() != null) {
+        this.trainingRunList = modelPb.getTrainingRuns();
+      }
+      if (modelPb.getLabelColumns() != null) {
+        this.labelColumnList = modelPb.getLabelColumns();
+      }
+      if (modelPb.getFeatureColumns() != null) {
+        this.featureColumnList = modelPb.getFeatureColumns();
+      }
     }
 
     @Override
@@ -195,6 +225,24 @@ public Builder setLabels(Map<String, String> labels) {
       return this;
     }
 
+    @Override
+    Builder setTrainingRuns(List<TrainingRun> trainingRunList) {
+      this.trainingRunList = checkNotNull(trainingRunList);
+      return this;
+    }
+
+    @Override
+    Builder setLabelColumns(List<StandardSqlField> labelColumnList) {
+      this.labelColumnList = checkNotNull(labelColumnList);
+      return this;
+    }
+
+    @Override
+    Builder setFeatureColumns(List<StandardSqlField> featureColumnList) {
+      this.featureColumnList = checkNotNull(featureColumnList);
+      return this;
+    }
+
     @Override
     public ModelInfo build() {
       return new ModelInfo(this);
@@ -211,6 +259,9 @@ public ModelInfo build() {
     this.lastModifiedTime = builder.lastModifiedTime;
     this.expirationTime = builder.expirationTime;
     this.labels = builder.labels;
+    this.trainingRunList = ImmutableList.copyOf(builder.trainingRunList);
+    this.labelColumnList = ImmutableList.copyOf(builder.labelColumnList);
+    this.featureColumnList = ImmutableList.copyOf(builder.featureColumnList);
   }
 
   /** Returns the hash of the model resource. */
@@ -261,6 +312,24 @@ public Map<String, String> getLabels() {
     return labels.userMap();
   }
 
+  /** Returns metadata about each training run iteration. */
+  @BetaApi
+  public ImmutableList<TrainingRun> getTrainingRuns() {
+    return trainingRunList;
+  }
+
+  /** Returns information about the label columns for this model. */
+  @BetaApi
+  public ImmutableList<StandardSqlField> getLabelColumns() {
+    return labelColumnList;
+  }
+
+  /** Returns information about the feature columns for this model. */
+  @BetaApi
+  public ImmutableList<StandardSqlField> getFeatureColumns() {
+    return featureColumnList;
+  }
+
   public Builder toBuilder() {
     return new BuilderImpl(this);
   }
@@ -277,6 +346,9 @@ public String toString() {
         .add("lastModifiedTime", lastModifiedTime)
         .add("expirationTime", expirationTime)
         .add("labels", labels)
+        .add("trainingRuns", trainingRunList)
+        .add("labelColumns", labelColumnList)
+        .add("featureColumns", featureColumnList)
         .toString();
   }
 
@@ -321,6 +393,9 @@ Model toPb() {
     modelPb.setLastModifiedTime(lastModifiedTime);
     modelPb.setExpirationTime(expirationTime);
     modelPb.setLabels(labels.toPb());
+    modelPb.setTrainingRuns(trainingRunList);
+    modelPb.setLabelColumns(labelColumnList);
+    modelPb.setFeatureColumns(featureColumnList);
     return modelPb;
   }
 
diff --git a/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java b/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java
index c5590b1afb57..891ba07ff084 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/ModelInfoTest.java
@@ -18,6 +18,10 @@
 import static org.junit.Assert.assertEquals;
 import static org.junit.Assert.assertNull;
 
+import com.google.api.services.bigquery.model.TrainingOptions;
+import com.google.api.services.bigquery.model.TrainingRun;
+import java.util.Arrays;
+import java.util.List;
 import org.junit.Test;
 
 public class ModelInfoTest {
@@ -30,6 +34,12 @@ public class ModelInfoTest {
   private static final String DESCRIPTION = "description";
   private static final String FRIENDLY_NAME = "friendlyname";
 
+  private static final TrainingOptions TRAINING_OPTIONS =
+      new TrainingOptions().setDataSplitColumn("foo").setEarlyStop(true).setLossType("bar");
+  private static final TrainingRun TRAINING_RUN =
+      new TrainingRun().setTrainingOptions(TRAINING_OPTIONS);
+  private static final List<TrainingRun> TRAINING_RUN_LIST = Arrays.asList(TRAINING_RUN);
+
   private static final ModelInfo MODEL_INFO =
       ModelInfo.newBuilder(MODEL_ID)
           .setEtag(ETAG)
@@ -38,6 +48,7 @@ public class ModelInfoTest {
           .setLastModifiedTime(LAST_MODIFIED_TIME)
           .setDescription(DESCRIPTION)
           .setFriendlyName(FRIENDLY_NAME)
+          .setTrainingRuns(TRAINING_RUN_LIST)
           .build();
 
   @Test
@@ -59,6 +70,7 @@ public void testBuilder() {
     assertEquals(EXPIRATION_TIME, MODEL_INFO.getExpirationTime());
     assertEquals(DESCRIPTION, MODEL_INFO.getDescription());
     assertEquals(FRIENDLY_NAME, MODEL_INFO.getFriendlyName());
+    assertEquals(TRAINING_OPTIONS, MODEL_INFO.getTrainingRuns().get(0).getTrainingOptions());
   }
 
   @Test
@@ -71,6 +83,9 @@ public void testOf() {
     assertNull(modelInfo.getExpirationTime());
     assertNull(modelInfo.getDescription());
     assertNull(modelInfo.getFriendlyName());
+    assertEquals(modelInfo.getTrainingRuns().isEmpty(), true);
+    assertEquals(modelInfo.getLabelColumns().isEmpty(), true);
+    assertEquals(modelInfo.getFeatureColumns().isEmpty(), true);
   }
 
   @Test
@@ -94,5 +109,8 @@ private void compareModelInfo(ModelInfo expected, ModelInfo value) {
     assertEquals(expected.getFriendlyName(), value.getFriendlyName());
     assertEquals(expected.getLabels(), value.getLabels());
     assertEquals(expected.hashCode(), value.hashCode());
+    assertEquals(expected.getTrainingRuns(), value.getTrainingRuns());
+    assertEquals(expected.getLabelColumns(), value.getLabelColumns());
+    assertEquals(expected.getFeatureColumns(), value.getFeatureColumns());
   }
 }
diff --git a/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/it/ITBigQueryTest.java b/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/it/ITBigQueryTest.java
index 7dc394add0f7..9305f75478eb 100644
--- a/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/it/ITBigQueryTest.java
+++ b/google-cloud-clients/google-cloud-bigquery/src/test/java/com/google/cloud/bigquery/it/ITBigQueryTest.java
@@ -1083,6 +1083,11 @@ public void testModelLifecycle() throws InterruptedException {
     Model model = bigquery.getModel(modelId);
     assertNotNull(model);
     assertEquals(model.getModelType(), "LINEAR_REGRESSION");
+    // Compare the extended model metadata.
+    assertEquals(model.getFeatureColumns().get(0).getName(), "f1");
+    assertEquals(model.getLabelColumns().get(0).getName(), "predicted_label");
+    assertEquals(
+        model.getTrainingRuns().get(0).getTrainingOptions().getLearnRateStrategy(), "CONSTANT");
 
     // Mutate metadata.
     ModelInfo info = model.toBuilder().setDescription("TEST").build();