diff --git a/.github/workflows/actions.yml b/.github/workflows/actions.yml
index 8f4569030f..a80bc1b735 100644
--- a/.github/workflows/actions.yml
+++ b/.github/workflows/actions.yml
@@ -41,6 +41,8 @@ jobs:
         pip install -e ".[tests]" --progress-bar off --upgrade
     - name: Test with pytest
       env:
+        KAGGLE_USERNAME:  ${{ secrets.KAGGLE_USERNAME }}
+        KAGGLE_KEY: ${{ secrets.KAGGLE_KEY }}
         TEST_CUSTOM_OPS: false
       run: |
         pytest keras_cv/ --ignore keras_cv/models/legacy/ --durations 0
@@ -77,6 +79,8 @@ jobs:
       env:
         TEST_CUSTOM_OPS: false # TODO(ianstenbit): test custom ops, or figure out what our story is here
         KERAS_BACKEND: ${{ matrix.backend }}
+        KAGGLE_USERNAME:  ${{ secrets.KAGGLE_USERNAME}}
+        KAGGLE_KEY: ${{ secrets.KAGGLE_KEY}}
         JAX_ENABLE_X64: true
       run: |
         pytest keras_cv/bounding_box \
diff --git a/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_presets.py b/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_presets.py
index dbafd437d8..f6ec10296f 100644
--- a/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_presets.py
+++ b/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_presets.py
@@ -26,7 +26,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_tiny",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_tiny/1",
     },
     "csp_darknet_s": {
         "metadata": {
@@ -39,7 +39,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_s",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_s/1",
     },
     "csp_darknet_m": {
         "metadata": {
@@ -52,7 +52,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_m",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_m/1",
     },
     "csp_darknet_l": {
         "metadata": {
@@ -65,7 +65,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_l",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_l/1",
     },
     "csp_darknet_xl": {
         "metadata": {
@@ -78,7 +78,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_xl",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_xl/1",
     },
 }
 
@@ -95,7 +95,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_tiny_imagenet",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_tiny_imagenet/1",  # noqa: E501
     },
     "csp_darknet_l_imagenet": {
         "metadata": {
@@ -109,7 +109,7 @@
             "official_name": "CSPDarkNet",
             "path": "csp_darknet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/csp_darknet_l_imagenet",
+        "kaggle_handle": "kaggle://keras/cspdarknet/csp_darknet_l_imagenet/1",
     },
 }
 
diff --git a/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_test.py b/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_test.py
index 9dfe3289f4..3c9ee0ca4e 100644
--- a/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_test.py
+++ b/keras_cv/models/backbones/csp_darknet/csp_darknet_backbone_test.py
@@ -113,6 +113,9 @@ def test_saved_alias_model(self):
         )
 
     def test_feature_pyramid_inputs(self):
+        import os
+
+        print("HERE", os.environ["KAGGLE_USERNAME"])
         model = CSPDarkNetLBackbone()
         backbone_model = get_feature_extractor(
             model,
diff --git a/keras_cv/models/backbones/densenet/densenet_backbone_presets.py b/keras_cv/models/backbones/densenet/densenet_backbone_presets.py
index c9ddfe3121..403dfbc199 100644
--- a/keras_cv/models/backbones/densenet/densenet_backbone_presets.py
+++ b/keras_cv/models/backbones/densenet/densenet_backbone_presets.py
@@ -18,19 +18,19 @@
         "metadata": {
             "description": "DenseNet model with 121 layers.",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/densenet121",
+        "kaggle_handle": "kaggle://keras/densenet/densenet121/1",
     },
     "densenet169": {
         "metadata": {
             "description": "DenseNet model with 169 layers.",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/densenet169",
+        "kaggle_handle": "kaggle://keras/densenet/densenet169/1",
     },
     "densenet201": {
         "metadata": {
             "description": "DenseNet model with 201 layers.",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/densenet201",
+        "kaggle_handle": "kaggle://keras/densenet/densenet201/1",
     },
 }
 
@@ -42,7 +42,7 @@
                 "classification task."
             ),
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/densenet121_imagenet",
+        "kaggle_handle": "kaggle://keras/densenet/densenet121_imagenet/1",
     },
     "densenet169_imagenet": {
         "metadata": {
@@ -51,7 +51,7 @@
                 "classification task."
             ),
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/densenet169_imagenet",
+        "kaggle_handle": "kaggle://keras/densenet/densenet169_imagenet/1",
     },
     "densenet201_imagenet": {
         "metadata": {
@@ -60,7 +60,7 @@
                 "classification task."
             ),
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/densenet201_imagenet",
+        "kaggle_handle": "kaggle://keras/densenet/densenet201_imagenet/1",
     },
 }
 
diff --git a/keras_cv/models/backbones/efficientnet_v2/efficientnet_v2_backbone_presets.py b/keras_cv/models/backbones/efficientnet_v2/efficientnet_v2_backbone_presets.py
index b682b9881b..6cb49e1617 100644
--- a/keras_cv/models/backbones/efficientnet_v2/efficientnet_v2_backbone_presets.py
+++ b/keras_cv/models/backbones/efficientnet_v2/efficientnet_v2_backbone_presets.py
@@ -24,7 +24,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_s",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_s/1",
     },
     "efficientnetv2_m": {
         "metadata": {
@@ -35,7 +35,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_m",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_m/1",
     },
     "efficientnetv2_l": {
         "metadata": {
@@ -47,7 +47,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_l",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_l/1",
     },
     "efficientnetv2_b0": {
         "metadata": {
@@ -60,7 +60,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b0",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b0/1",
     },
     "efficientnetv2_b1": {
         "metadata": {
@@ -73,7 +73,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b1",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b1/1",
     },
     "efficientnetv2_b2": {
         "metadata": {
@@ -86,7 +86,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b2",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b2/1",
     },
     "efficientnetv2_b3": {
         "metadata": {
@@ -99,7 +99,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b3",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b3/1",
     },
 }
 
@@ -117,7 +117,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_s_imagenet",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_s_imagenet/1",  # noqa: E501
     },
     "efficientnetv2_b0_imagenet": {
         "metadata": {
@@ -134,7 +134,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b0_imagenet",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b0_imagenet/1",  # noqa: E501
     },
     "efficientnetv2_b1_imagenet": {
         "metadata": {
@@ -151,7 +151,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b1_imagenet",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b1_imagenet/1",  # noqa: E501
     },
     "efficientnetv2_b2_imagenet": {
         "metadata": {
@@ -168,7 +168,7 @@
             "official_name": "EfficientNetV2",
             "path": "efficientnetv2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b2_imagenet",
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b2_imagenet/1",  # noqa: E501
     },
 }
 
diff --git a/keras_cv/models/backbones/mix_transformer/mix_transformer_backbone_presets.py b/keras_cv/models/backbones/mix_transformer/mix_transformer_backbone_presets.py
index ce0f5f626a..569a6fe31f 100644
--- a/keras_cv/models/backbones/mix_transformer/mix_transformer_backbone_presets.py
+++ b/keras_cv/models/backbones/mix_transformer/mix_transformer_backbone_presets.py
@@ -23,7 +23,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b0",
+        "kaggle_handle": "kaggle://keras/mit/mit_b0/1",
     },
     "mit_b1": {
         "metadata": {
@@ -34,7 +34,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b1",
+        "kaggle_handle": "kaggle://keras/mit/mit_b1/1",
     },
     "mit_b2": {
         "metadata": {
@@ -45,7 +45,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b2",
+        "kaggle_handle": "kaggle://keras/mit/mit_b2/1",
     },
     "mit_b3": {
         "metadata": {
@@ -56,7 +56,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b3",
+        "kaggle_handle": "kaggle://keras/mit/mit_b3/1",
     },
     "mit_b4": {
         "metadata": {
@@ -67,7 +67,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b4",
+        "kaggle_handle": "kaggle://keras/mit/mit_b4/1",
     },
     "mit_b5": {
         "metadata": {
@@ -78,7 +78,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b5",
+        "kaggle_handle": "kaggle://keras/mit/mit_b5/1",
     },
 }
 
@@ -92,7 +92,7 @@
             "official_name": "MiT",
             "path": "mit",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mit_b0_imagenet",
+        "kaggle_handle": "kaggle://keras/mit/mit_b0_imagenet/1",
     },
 }
 
diff --git a/keras_cv/models/backbones/mobilenet_v3/mobilenet_v3_backbone_presets.py b/keras_cv/models/backbones/mobilenet_v3/mobilenet_v3_backbone_presets.py
index 774df051eb..2e4f07fd44 100644
--- a/keras_cv/models/backbones/mobilenet_v3/mobilenet_v3_backbone_presets.py
+++ b/keras_cv/models/backbones/mobilenet_v3/mobilenet_v3_backbone_presets.py
@@ -25,7 +25,7 @@
             "official_name": "MobileNetV3",
             "path": "mobilenetv3",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mobilenet_v3_small",
+        "kaggle_handle": "kaggle://keras/mobilenetv3/mobilenet_v3_small/1",
     },
     "mobilenet_v3_large": {
         "metadata": {
@@ -38,7 +38,7 @@
             "official_name": "MobileNetV3",
             "path": "mobilenetv3",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mobilenet_v3_large",
+        "kaggle_handle": "kaggle://keras/mobilenetv3/mobilenet_v3_large/1",
     },
 }
 
@@ -55,7 +55,7 @@
             "official_name": "MobileNetV3",
             "path": "mobilenetv3",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mobilenet_v3_large_imagenet",
+        "kaggle_handle": "kaggle://keras/mobilenetv3/mobilenet_v3_large_imagenet/1",  # noqa: E501
     },
     "mobilenet_v3_small_imagenet": {
         "metadata": {
@@ -69,7 +69,7 @@
             "official_name": "MobileNetV3",
             "path": "mobilenetv3",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mobilenet_v3_small_imagenet",
+        "kaggle_handle": "kaggle://keras/mobilenetv3/mobilenet_v3_small_imagenet/1",  # noqa: E501
     },
 }
 
diff --git a/keras_cv/models/backbones/resnet_v1/resnet_v1_backbone_presets.py b/keras_cv/models/backbones/resnet_v1/resnet_v1_backbone_presets.py
index 3b33449ad6..b9fa6bca73 100644
--- a/keras_cv/models/backbones/resnet_v1/resnet_v1_backbone_presets.py
+++ b/keras_cv/models/backbones/resnet_v1/resnet_v1_backbone_presets.py
@@ -25,7 +25,7 @@
             "official_name": "ResNetV1",
             "path": "resnet_v1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet18",
+        "kaggle_handle": "kaggle://keras/resnetv1/resnet18/1",
     },
     "resnet34": {
         "metadata": {
@@ -38,7 +38,7 @@
             "official_name": "ResNetV1",
             "path": "resnet_v1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet34",
+        "kaggle_handle": "kaggle://keras/resnetv1/resnet34/1",
     },
     "resnet50": {
         "metadata": {
@@ -51,7 +51,7 @@
             "official_name": "ResNetV1",
             "path": "resnet_v1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet50",
+        "kaggle_handle": "kaggle://keras/resnetv1/resnet50/1",
     },
     "resnet101": {
         "metadata": {
@@ -64,7 +64,7 @@
             "official_name": "ResNetV1",
             "path": "resnet_v1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet101",
+        "kaggle_handle": "kaggle://keras/resnetv1/resnet101/1",
     },
     "resnet152": {
         "metadata": {
@@ -77,7 +77,7 @@
             "official_name": "ResNetV1",
             "path": "resnet_v1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet152",
+        "kaggle_handle": "kaggle://keras/resnetv1/resnet152/1",
     },
 }
 
@@ -94,7 +94,7 @@
             "official_name": "ResNetV1",
             "path": "resnet_v1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet50_imagenet",
+        "kaggle_handle": "kaggle://keras/resnetv1/resnet50_imagenet/1",
     },
 }
 
diff --git a/keras_cv/models/backbones/resnet_v2/resnet_v2_backbone_presets.py b/keras_cv/models/backbones/resnet_v2/resnet_v2_backbone_presets.py
index cf8b2e0278..0e9edd0ca2 100644
--- a/keras_cv/models/backbones/resnet_v2/resnet_v2_backbone_presets.py
+++ b/keras_cv/models/backbones/resnet_v2/resnet_v2_backbone_presets.py
@@ -24,7 +24,7 @@
             "official_name": "ResNetV2",
             "path": "resnet_v2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet18_v2",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet18_v2/1",
     },
     "resnet34_v2": {
         "metadata": {
@@ -36,7 +36,7 @@
             "official_name": "ResNetV2",
             "path": "resnet_v2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet34_v2",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet34_v2/1",
     },
     "resnet50_v2": {
         "metadata": {
@@ -48,7 +48,7 @@
             "official_name": "ResNetV2",
             "path": "resnet_v2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet50_v2",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet50_v2/1",
     },
     "resnet101_v2": {
         "metadata": {
@@ -60,7 +60,7 @@
             "official_name": "ResNetV2",
             "path": "resnet_v2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet101_v2",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet101_v2/1",
     },
     "resnet152_v2": {
         "metadata": {
@@ -72,7 +72,7 @@
             "official_name": "ResNetV2",
             "path": "resnet_v2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet152_v2",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet152_v2/1",
     },
 }
 
@@ -88,7 +88,7 @@
             "official_name": "ResNetV2",
             "path": "resnet_v2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet50_v2_imagenet",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet50_v2_imagenet/1",
     },
 }
 
diff --git a/keras_cv/models/backbones/vit_det/vit_det_backbone_presets.py b/keras_cv/models/backbones/vit_det/vit_det_backbone_presets.py
index 7668c360a3..6121df2813 100644
--- a/keras_cv/models/backbones/vit_det/vit_det_backbone_presets.py
+++ b/keras_cv/models/backbones/vit_det/vit_det_backbone_presets.py
@@ -26,7 +26,7 @@
             "official_name": "VitDet",
             "path": "vit_det",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/vitdet_base",
+        "kaggle_handle": "kaggle://keras/vitdet/vitdet_base/1",
     },
     "vitdet_large": {
         "metadata": {
@@ -40,7 +40,7 @@
             "official_name": "VitDet",
             "path": "vit_det",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/vitdet_large",
+        "kaggle_handle": "kaggle://keras/vitdet/vitdet_large/1",
     },
     "vitdet_huge": {
         "metadata": {
@@ -54,7 +54,7 @@
             "official_name": "VitDet",
             "path": "vit_det",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/vitdet_huge",
+        "kaggle_handle": "kaggle://keras/vitdet/vitdet_huge/1",
     },
 }
 
@@ -69,7 +69,7 @@
             "official_name": "VitDet",
             "path": "vit_det",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/vitdet_base_sa1b",
+        "kaggle_handle": "kaggle://keras/vitdet/vitdet_base_sa1b/1",
     },
     "vitdet_large_sa1b": {
         "metadata": {
@@ -80,7 +80,7 @@
             "official_name": "VitDet",
             "path": "vit_det",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/vitdet_large_sa1b",
+        "kaggle_handle": "kaggle://keras/vitdet/vitdet_large_sa1b/1",
     },
     "vitdet_huge_sa1b": {
         "metadata": {
@@ -91,7 +91,7 @@
             "official_name": "VitDet",
             "path": "vit_det",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/vitdet_huge_sa1b",
+        "kaggle_handle": "kaggle://keras/vitdet/vitdet_huge_sa1b/1",
     },
 }
 
diff --git a/keras_cv/models/classification/image_classifier_presets.py b/keras_cv/models/classification/image_classifier_presets.py
index 56cb8287fe..8d9804ae4e 100644
--- a/keras_cv/models/classification/image_classifier_presets.py
+++ b/keras_cv/models/classification/image_classifier_presets.py
@@ -27,7 +27,7 @@
             "official_name": "ImageClassifier",
             "path": "image_classifier",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/resnet50_v2_imagenet_classifier",
+        "kaggle_handle": "kaggle://keras/resnetv2/resnet50_v2_imagenet_classifier/1",  # noqa: E501
     },
     "efficientnetv2_s_imagenet_classifier": {
         "metadata": {
@@ -44,7 +44,7 @@
             "official_name": "ImageClassifier",
             "path": "image_classifier",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_s_imagenet_classifier",  # noqa: E501
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_s_imagenet_classifier/1",  # noqa: E501
     },
     "efficientnetv2_b0_imagenet_classifier": {
         "metadata": {
@@ -64,7 +64,7 @@
             "official_name": "ImageClassifier",
             "path": "image_classifier",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b0_imagenet_classifier",  # noqa: E501
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b0_imagenet_classifier/1",  # noqa: E501
     },
     "efficientnetv2_b1_imagenet_classifier": {
         "metadata": {
@@ -84,7 +84,7 @@
             "official_name": "ImageClassifier",
             "path": "image_classifier",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b1_imagenet_classifier",  # noqa: E501
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b1_imagenet_classifier/1",  # noqa: E501
     },
     "efficientnetv2_b2_imagenet_classifier": {
         "metadata": {
@@ -104,7 +104,7 @@
             "official_name": "ImageClassifier",
             "path": "image_classifier",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/efficientnetv2_b2_imagenet_classifier",  # noqa: E501
+        "kaggle_handle": "kaggle://keras/efficientnetv2/efficientnetv2_b2_imagenet_classifier/1",  # noqa: E501
     },
     "mobilenet_v3_large_imagenet_classifier": {
         "metadata": {
@@ -121,6 +121,6 @@
             "official_name": "ImageClassifier",
             "path": "image_classifier",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/mobilenet_v3_large_imagenet_classifier",  # noqa: E501
+        "kaggle_handle": "kaggle://keras/mobilenetv3/mobilenet_v3_large_imagenet_classifier/1",  # noqa: E501
     },
 }
diff --git a/keras_cv/models/object_detection/retinanet/retinanet_presets.py b/keras_cv/models/object_detection/retinanet/retinanet_presets.py
index 39e52d17ce..3b0ccc03d0 100644
--- a/keras_cv/models/object_detection/retinanet/retinanet_presets.py
+++ b/keras_cv/models/object_detection/retinanet/retinanet_presets.py
@@ -26,6 +26,6 @@
             "official_name": "RetinaNet",
             "path": "retinanet",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/retinanet_resnet50_pascalvoc",
+        "kaggle_handle": "kaggle://keras/retinanet/retinanet_resnet50_pascalvoc/1",  # noqa: E501
     },
 }
diff --git a/keras_cv/models/object_detection/yolo_v8/yolo_v8_backbone_presets.py b/keras_cv/models/object_detection/yolo_v8/yolo_v8_backbone_presets.py
index 73e8636168..9168498012 100644
--- a/keras_cv/models/object_detection/yolo_v8/yolo_v8_backbone_presets.py
+++ b/keras_cv/models/object_detection/yolo_v8/yolo_v8_backbone_presets.py
@@ -22,7 +22,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_xs_backbone",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_xs_backbone/1",
     },
     "yolo_v8_s_backbone": {
         "metadata": {
@@ -31,7 +31,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_s_backbone",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_s_backbone/1",
     },
     "yolo_v8_m_backbone": {
         "metadata": {
@@ -40,7 +40,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_m_backbone",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_m_backbone/1",
     },
     "yolo_v8_l_backbone": {
         "metadata": {
@@ -49,7 +49,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_l_backbone",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_l_backbone/1",
     },
     "yolo_v8_xl_backbone": {
         "metadata": {
@@ -58,7 +58,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_xl_backbone",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_xl_backbone/1",
     },
 }
 
@@ -72,7 +72,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_xs_backbone_coco",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_xs_backbone_coco/1",
     },
     "yolo_v8_s_backbone_coco": {
         "metadata": {
@@ -81,7 +81,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_s_backbone_coco",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_s_backbone_coco/1",
     },
     "yolo_v8_m_backbone_coco": {
         "metadata": {
@@ -90,7 +90,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_m_backbone_coco",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_m_backbone_coco/1",
     },
     "yolo_v8_l_backbone_coco": {
         "metadata": {
@@ -99,7 +99,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_l_backbone_coco",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_l_backbone_coco/1",
     },
     "yolo_v8_xl_backbone_coco": {
         "metadata": {
@@ -110,7 +110,7 @@
             "official_name": "YOLOV8",
             "path": "yolo_v8",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_xl_backbone_coco",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_xl_backbone_coco/1",
     },
 }
 
diff --git a/keras_cv/models/object_detection/yolo_v8/yolo_v8_detector_presets.py b/keras_cv/models/object_detection/yolo_v8/yolo_v8_detector_presets.py
index 148fcbef68..80403b91e8 100644
--- a/keras_cv/models/object_detection/yolo_v8/yolo_v8_detector_presets.py
+++ b/keras_cv/models/object_detection/yolo_v8/yolo_v8_detector_presets.py
@@ -25,6 +25,6 @@
             "official_name": "YOLOV8Detector",
             "path": "yolo_v8_detector",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/yolo_v8_m_pascalvoc",
+        "kaggle_handle": "kaggle://keras/yolov8/yolo_v8_m_pascalvoc/1",
     },
 }
diff --git a/keras_cv/models/segmentation/deeplab_v3_plus/deeplab_v3_plus_presets.py b/keras_cv/models/segmentation/deeplab_v3_plus/deeplab_v3_plus_presets.py
index 6991bc2c3f..7213e81378 100644
--- a/keras_cv/models/segmentation/deeplab_v3_plus/deeplab_v3_plus_presets.py
+++ b/keras_cv/models/segmentation/deeplab_v3_plus/deeplab_v3_plus_presets.py
@@ -29,6 +29,6 @@
             "official_name": "DeepLabV3Plus",
             "path": "deeplab_v3_plus",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/deeplab_v3_plus_resnet50_pascalvoc",  # noqa: E501
+        "kaggle_handle": "kaggle://keras/deeplabv3plus/deeplab_v3_plus_resnet50_pascalvoc/1",  # noqa: E501
     },
 }
diff --git a/keras_cv/models/segmentation/segformer/segformer_presets.py b/keras_cv/models/segmentation/segformer/segformer_presets.py
index 15d2bac8fe..c65fd01908 100644
--- a/keras_cv/models/segmentation/segformer/segformer_presets.py
+++ b/keras_cv/models/segmentation/segformer/segformer_presets.py
@@ -25,7 +25,7 @@
             "official_name": "SegFormerB0",
             "path": "segformer_b0",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b0",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b0/1",
     },
     "segformer_b1": {
         "metadata": {
@@ -34,7 +34,7 @@
             "official_name": "SegFormerB1",
             "path": "segformer_b1",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b1",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b1/1",
     },
     "segformer_b2": {
         "metadata": {
@@ -43,7 +43,7 @@
             "official_name": "SegFormerB2",
             "path": "segformer_b2",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b2",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b2/1",
     },
     "segformer_b3": {
         "metadata": {
@@ -52,7 +52,7 @@
             "official_name": "SegFormerB3",
             "path": "segformer_b3",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b3",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b3/1",
     },
     "segformer_b4": {
         "metadata": {
@@ -61,7 +61,7 @@
             "official_name": "SegFormerB4",
             "path": "segformer_b4",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b4",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b4/1",
     },
     "segformer_b5": {
         "metadata": {
@@ -70,7 +70,7 @@
             "official_name": "SegFormerB5",
             "path": "segformer_b5",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b5",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b5/1",
     },
 }
 
@@ -84,7 +84,7 @@
             "official_name": "SegFormerB0",
             "path": "segformer_b0",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/segformer_b0_imagenet",
+        "kaggle_handle": "kaggle://keras/segformer/segformer_b0_imagenet/1",
     },
 }
 
diff --git a/keras_cv/models/segmentation/segment_anything/sam_presets.py b/keras_cv/models/segmentation/segment_anything/sam_presets.py
index 607e0b2dcf..d3db8f6e7f 100644
--- a/keras_cv/models/segmentation/segment_anything/sam_presets.py
+++ b/keras_cv/models/segmentation/segment_anything/sam_presets.py
@@ -22,7 +22,7 @@
             "official_name": "SAM",
             "path": "segment_anything",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/sam_base_sa1b",
+        "kaggle_handle": "kaggle://keras/sam/sam_base_sa1b/1",
     },
     "sam_large_sa1b": {
         "metadata": {
@@ -31,7 +31,7 @@
             "official_name": "SAM",
             "path": "segment_anything",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/sam_large_sa1b",
+        "kaggle_handle": "kaggle://keras/sam/sam_large_sa1b/1",
     },
     "sam_huge_sa1b": {
         "metadata": {
@@ -40,6 +40,6 @@
             "official_name": "SAM",
             "path": "segment_anything",
         },
-        "kaggle_handle": "gs://keras-cv-kaggle/sam_huge_sa1b",
+        "kaggle_handle": "kaggle://keras/sam/sam_huge_sa1b/1",
     },
 }
diff --git a/keras_cv/models/task.py b/keras_cv/models/task.py
index aa30651130..31e47813c4 100644
--- a/keras_cv/models/task.py
+++ b/keras_cv/models/task.py
@@ -127,12 +127,11 @@ def from_preset(
             )
             return cls(backbone=backbone, **kwargs)
 
-        kwargs.update({"input_shape": input_shape})
-
         # Task case.
         return load_from_preset(
             preset,
             load_weights=load_weights,
+            input_shape=input_shape,
             config_overrides=kwargs,
         )
 
diff --git a/keras_cv/utils/preset_utils.py b/keras_cv/utils/preset_utils.py
index 6b9424fb4f..b865ac1e9e 100644
--- a/keras_cv/utils/preset_utils.py
+++ b/keras_cv/utils/preset_utils.py
@@ -140,6 +140,7 @@ def save_to_preset(
 def load_from_preset(
     preset,
     load_weights=None,
+    input_shape=None,
     config_file="config.json",
     config_overrides={},
 ):
@@ -150,6 +151,8 @@ def load_from_preset(
         config = json.load(config_file)
     config["config"] = {**config["config"], **config_overrides}
     layer = keras.saving.deserialize_keras_object(config)
+    if input_shape is not None:
+        layer.build(input_shape)
 
     # Check load_weights flag does not violate preset config.
     if load_weights is True and config["weights"] is None:
diff --git a/requirements-common.txt b/requirements-common.txt
index 5741b63606..fc21cc5f96 100644
--- a/requirements-common.txt
+++ b/requirements-common.txt
@@ -2,6 +2,7 @@
 absl-py
 regex
 pandas
+kagglehub
 keras-core>=0.1.6
 tensorflow-datasets
 pycocotools
diff --git a/setup.py b/setup.py
index 6ca3d37aa6..ffe7cbb4a8 100644
--- a/setup.py
+++ b/setup.py
@@ -55,6 +55,7 @@ def is_pure(self):
         "regex",
         "tensorflow-datasets",
         "keras-core",
+        "kagglehub",
     ],
     extras_require={
         "tests": [