fix: more grammar

sagemaker-pipelines/tabular/caching/sagemaker-pipelines-caching-steps.ipynb

@@ -636,7 +636,7 @@
    "id": "8a8d759d",
    "metadata": {},
    "source": [
-    "Update the pipeline and re-execute. The new execution will result in cache hits for both steps, as the `instance_type` param does not affect the cache."
+    "Update the pipeline and re-execute. The new execution will result in cache hits for both steps, as the `instance_type` parameter does not affect the cache."
    ]
   },
   {
@@ -717,7 +717,7 @@
    "id": "6b26de1c",
    "metadata": {},
    "source": [
-    "Now, change a different set of parameters for the steps. For the processing step, use a different code script from the artifacts directory. For the training step, update some of the hyper parameters."
+    "Now, change a different set of parameters for the steps. For the processing step, use a different code script from the artifacts directory. For the training step, update some hyperparameters."
    ]
   },
   {
@@ -811,7 +811,7 @@
    "id": "06bbd71d",
    "metadata": {},
    "source": [
-    "Because input code artifacts and hyper parameters directly affect the job results, these attributes are tracked by the cache. This will result in cache misses during the next pipeline execution, and both steps will re-execute."
+    "Because input code artifacts and hyperparameters directly affect the job results, these attributes are tracked by the cache. This will result in cache misses during the next pipeline execution, and both steps will re-execute."
    ]
   },
   {