diff --git a/src/sagemaker/image_uri_config/autogluon.json b/src/sagemaker/image_uri_config/autogluon.json
index 230e2a6951..4ce304d59d 100644
--- a/src/sagemaker/image_uri_config/autogluon.json
+++ b/src/sagemaker/image_uri_config/autogluon.json
@@ -5,7 +5,8 @@
             "0.3": "0.3.2",
             "0.4": "0.4.3",
             "0.5": "0.5.2",
-            "0.6": "0.6.2"
+            "0.6": "0.6.2",
+            "0.7": "0.7.0"
         },
         "versions": {
             "0.3.1": {
@@ -301,6 +302,40 @@
                 "repository": "autogluon-training",
                 "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
+            },
+            "0.7.0": {
+                "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",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "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-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "autogluon-training",
+                "processors": ["cpu", "gpu"],
+                "py_versions": ["py39"]
             }
         }
     },
@@ -309,7 +344,8 @@
             "0.3": "0.3.2",
             "0.4": "0.4.3",
             "0.5": "0.5.2",
-            "0.6": "0.6.2"
+            "0.6": "0.6.2",
+            "0.7": "0.7.0"
         },
         "versions": {
             "0.3.1": {
@@ -623,6 +659,42 @@
                 "repository": "autogluon-inference",
                 "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
+            },
+            "0.7.0": {
+                "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",
+                    "ap-southeast-3": "907027046896",
+                    "ap-southeast-4": "457447274322",
+                    "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-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-isob-east-1": "094389454867",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "autogluon-inference",
+                "processors": ["cpu", "gpu"],
+                "py_versions": ["py39"]
             }
         }
     }
diff --git a/tests/unit/sagemaker/image_uris/test_autogluon.py b/tests/unit/sagemaker/image_uris/test_autogluon.py
index a51f36b7b0..f668eaf5a8 100644
--- a/tests/unit/sagemaker/image_uris/test_autogluon.py
+++ b/tests/unit/sagemaker/image_uris/test_autogluon.py
@@ -57,6 +57,8 @@
     "0.6.1",
     "0.6",
     "0.6.2",
+    "0.7.0",
+    "0.7",
 ]
 
 SCOPES = ["training", "inference"]
@@ -68,7 +70,12 @@
 @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"
+    if version == "0.3.1":
+        py_version = "py37"
+    elif version < "0.7":
+        py_version = "py38"
+    else:
+        py_version = "py39"
     if (
         scope == "inference"
         and processor == "gpu"