diff --git a/src/sagemaker/image_uri_config/autogluon.json b/src/sagemaker/image_uri_config/autogluon.json
index a5576f30e4..40d7e1fdfb 100644
--- a/src/sagemaker/image_uri_config/autogluon.json
+++ b/src/sagemaker/image_uri_config/autogluon.json
@@ -3,7 +3,7 @@
         "processors": ["cpu", "gpu"],
         "version_aliases": {
             "0.3": "0.3.2",
-            "0.4": "0.4.0"
+            "0.4": "0.4.2"
         },
         "versions": {
             "0.3.1": {
@@ -92,14 +92,42 @@
                 },
                 "repository": "autogluon-training",
                 "py_versions": ["py38"]
+            },
+            "0.4.2": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ca-central-1": "763104351884",
+                    "eu-central-1": "763104351884",
+                    "eu-north-1": "763104351884",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "autogluon-training",
+                "py_versions": ["py38"]
             }
         }
     },
     "inference": {
-        "processors": ["cpu"],
         "version_aliases": {
             "0.3": "0.3.2",
-            "0.4": "0.4.0"
+            "0.4": "0.4.2"
         },
         "versions": {
             "0.3.1": {
@@ -131,6 +159,7 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-inference",
+                "processors": ["cpu"],
                 "py_versions": ["py37"]
             },
             "0.3.2": {
@@ -162,6 +191,7 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-inference",
+                "processors": ["cpu"],
                 "py_versions": ["py38"]
             },
             "0.4.0": {
@@ -193,6 +223,39 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-inference",
+                "processors": ["cpu"],
+                "py_versions": ["py38"]
+            },
+            "0.4.2": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ca-central-1": "763104351884",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-north-1": "763104351884",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "autogluon-inference",
+                "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
             }
         }
diff --git a/tests/unit/sagemaker/image_uris/test_autogluon.py b/tests/unit/sagemaker/image_uris/test_autogluon.py
index 02c3b657b6..8ce12ec670 100644
--- a/tests/unit/sagemaker/image_uris/test_autogluon.py
+++ b/tests/unit/sagemaker/image_uris/test_autogluon.py
@@ -42,30 +42,53 @@
     "us-west-1": "763104351884",
     "us-west-2": "763104351884",
 }
-VERSIONS = ["0.3.1", "0.3.2", "0.4.0", "0.3", "0.4"]
+VERSIONS = ["0.3.1", "0.3.2", "0.4.0", "0.4.2", "0.3", "0.4"]
+SCOPES = ["training", "inference"]
+PROCESSORS = ["cpu", "gpu"]
 
 
 @pytest.mark.parametrize("version", VERSIONS)
-def test_valid_uris(version):
+@pytest.mark.parametrize("scope", SCOPES)
+@pytest.mark.parametrize("processor", PROCESSORS)
+def test_valid_uris_training(version, scope, processor):
+    instance_type = "ml.c4.xlarge" if processor == "cpu" else "ml.p2.xlarge"
     py_version = "py37" if version == "0.3.1" else "py38"
-    for region in ACCOUNTS.keys():
-        uri = image_uris.retrieve(
-            "autogluon",
-            region=region,
-            version=version,
-            py_version=py_version,
-            image_scope="training",
-            instance_type="ml.c4.xlarge",
-        )
+    if (
+        scope == "inference"
+        and processor == "gpu"
+        and version in ["0.3.1", "0.3.2", "0.4.0", "0.3"]
+    ):
+        with pytest.raises(ValueError) as e:
+            image_uris.retrieve(
+                "autogluon",
+                region="us-west-2",
+                version=version,
+                py_version=py_version,
+                image_scope=scope,
+                instance_type=instance_type,
+            )
 
-        expected = expected_uris.framework_uri(
-            "autogluon-training",
-            version,
-            ACCOUNTS[region],
-            py_version=py_version,
-            region=region,
-        )
-        assert uri == expected
+        assert "Unsupported processor: gpu." in str(e.value)
+    else:
+        for region in ACCOUNTS.keys():
+            uri = image_uris.retrieve(
+                "autogluon",
+                region=region,
+                version=version,
+                py_version=py_version,
+                image_scope=scope,
+                instance_type=instance_type,
+            )
+
+            expected = expected_uris.framework_uri(
+                f"autogluon-{scope}",
+                version,
+                ACCOUNTS[region],
+                py_version=py_version,
+                region=region,
+                processor=processor,
+            )
+            assert uri == expected
 
 
 @pytest.mark.parametrize("version", VERSIONS)
@@ -81,17 +104,3 @@ def test_py3_error(version):
         )
 
     assert "Unsupported Python version: py3." in str(e.value)
-
-
-@pytest.mark.parametrize("version", VERSIONS)
-def test_gpu_error(version):
-    with pytest.raises(ValueError) as e:
-        image_uris.retrieve(
-            "autogluon",
-            region="us-west-2",
-            version=version,
-            image_scope="inference",
-            instance_type="ml.p2.xlarge",
-        )
-
-    assert "Unsupported processor: gpu." in str(e.value)