Repository: aws/sagemaker-python-sdk

Issue:
Feature Store docs missing APIs
**What did you find confusing? Please describe.**
The documentation does not include the `load_feature_definitions()` method for the `FeatureGroup` class

**Describe how documentation can be improved**
This method should be added to the docs

**Additional context**
example notebooks use this method, but do not provide great explanation as to its parameters and underlying function other than that it (as the name suggests) loads definitions. 

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sthodimi: /bot run slow-tests, unit-tests
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Patch:
diff --git a/doc/api/prep_data/feature_store.rst b/doc/api/prep_data/feature_store.rst
index f5bae3ef..ee6350b8 100644
--- a/doc/api/prep_data/feature_store.rst
+++ b/doc/api/prep_data/feature_store.rst
@@ -6,7 +6,6 @@ Feature Group
 
 .. autoclass:: sagemaker.feature_store.feature_group.FeatureGroup
     :members:
-    :exclude-members: load_feature_definitions
     :show-inheritance:
 
 .. autoclass:: sagemaker.feature_store.feature_group.AthenaQuery
diff --git a/src/sagemaker/feature_store/feature_group.py b/src/sagemaker/feature_store/feature_group.py
index cd9e654c..977fc302 100644
--- a/src/sagemaker/feature_store/feature_group.py
+++ b/src/sagemaker/feature_store/feature_group.py
@@ -759,8 +759,8 @@ class FeatureGroup:
         """Load feature definitions from a Pandas DataFrame.
 
         Column name is used as feature name. Feature type is inferred from the dtype
-        of the column. Dtype int_, int8, int16, int32, int64, uint8, uint16, uint32
-        and uint64 are mapped to Integral feature type. Dtype float_, float16, float32
+        of the column. Dtype :literal:`int_`, int8, int16, int32, int64, uint8, uint16, uint32
+        and uint64 are mapped to Integral feature type. Dtype :literal:`float_`, float16, float32
         and float64 are mapped to Fractional feature type. string dtype is mapped to
         String feature type.
 
diff --git a/src/sagemaker/image_uri_config/djl-neuronx.json b/src/sagemaker/image_uri_config/djl-neuronx.json
index 4ef7ff83..ae3fd482 100644
--- a/src/sagemaker/image_uri_config/djl-neuronx.json
+++ b/src/sagemaker/image_uri_config/djl-neuronx.json
@@ -1,6 +1,37 @@
 {
     "scope": ["inference"],
     "versions": {
+        "0.24.0": {
+            "registries": {
+                "af-south-1": "626614931356",
+                "il-central-1": "780543022126",
+                "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",
+                "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-west-1": "763104351884",
+                "us-west-2": "763104351884"
+            },
+            "repository": "djl-inference",
+            "tag_prefix": "0.24.0-neuronx-sdk2.14.1"
+        },
         "0.23.0": {
             "registries": {
                 "af-south-1": "626614931356",


Test patch:
diff --git a/tests/unit/sagemaker/image_uris/test_djl.py b/tests/unit/sagemaker/image_uris/test_djl.py
index 9f7cbb05..a0018adf 100644
--- a/tests/unit/sagemaker/image_uris/test_djl.py
+++ b/tests/unit/sagemaker/image_uris/test_djl.py
@@ -45,6 +45,7 @@ ACCOUNTS = {
 DJL_DEEPSPEED_VERSIONS = ["0.23.0", "0.22.1", "0.21.0", "0.20.0", "0.19.0"]
 DJL_FASTERTRANSFORMER_VERSIONS = ["0.23.0", "0.22.1", "0.21.0"]
 DJL_NEURONX_VERSIONS = ["0.23.0", "0.22.1"]
+DJL_NEURONX_VERSIONS = ["0.24.0", "0.23.0", "0.22.1"]
 DJL_VERSIONS_TO_FRAMEWORK = {
     "0.19.0": {"djl-deepspeed": "deepspeed0.7.3-cu113"},
     "0.20.0": {"djl-deepspeed": "deepspeed0.7.5-cu116"},
@@ -62,6 +63,9 @@ DJL_VERSIONS_TO_FRAMEWORK = {
         "djl-fastertransformer": "fastertransformer5.3.0-cu118",
         "djl-neuronx": "neuronx-sdk2.12.0",
     },
+    "0.24.0": {
+        "djl-neuronx": "neuronx-sdk2.14.1",
+    },
 }