Fix typos

Author: alvarobartt

docs/sagemaker/notebooks/sagemaker-sdk/fine-tune-embedding-models/sagemaker-notebook.ipynb

@@ -16,7 +16,7 @@
     "3. [Fine-tune Embedding model on Amazon SageMaker](#3-fine-tune-embedding-model-on-amazon-sagemaker)\n",
     "4. [Deploy & Test fine-tuned Embedding Model on Amazon SageMaker](#4-deploy--test-fine-tuned-embedding-model-on-amazon-sagemaker)\n",
     "\n",
-    "**What is new with Sentence Transforemrs 3?**\n",
+    "**What is new with Sentence Transformers 3?**\n",
     "\n",
     "Sentence Transformers v3 introduces a new trainer that makes it easier to fine-tune and train embedding models. This update includes enhanced components like diverse datasets, updated loss functions, and a streamlined training process, improving the efficiency and flexibility of model development.\n",
     "\n",

docs/sagemaker/source/reference/inference-toolkit.md

@@ -32,7 +32,7 @@ See the following request examples for some of the tasks:
 
 ```json
 {
-  "inputs": "This sound track was beautiful! It paints the senery in your mind so well I would recomend it
+  "inputs": "This sound track was beautiful! It paints the senery in your mind so well I would recommend it
   even to people who hate vid. game music!"
 }
 ```

docs/sagemaker/source/tutorials/sagemaker-sdk/deploy-sagemaker-sdk.md

@@ -95,7 +95,7 @@ predictor = hf_estimator.deploy(initial_instance_count=1, instance_type="ml.m5.x
 
 # example request: you always need to define "inputs"
 data = {
-   "inputs": "Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days."
+   "inputs": "Camera - You are awarded a SiPix Digital Camera! call 09061221066 from landline. Delivery within 28 days."
 }
 
 # request
@@ -133,7 +133,7 @@ predictor = huggingface_model.deploy(
 
 # example request: you always need to define "inputs"
 data = {
-   "inputs": "Camera - You are awarded a SiPix Digital Camera! call 09061221066 fromm landline. Delivery within 28 days."
+   "inputs": "Camera - You are awarded a SiPix Digital Camera! call 09061221066 from landline. Delivery within 28 days."
 }
 
 # request

docs/sagemaker/source/tutorials/sagemaker-sdk/sagemaker-sdk-quickstart.md

@@ -106,7 +106,7 @@ huggingface_estimator = HuggingFace(
     source_dir="./scripts",                 # directory where fine-tuning script is stored
     instance_type="ml.p3.2xlarge",          # instance type
     instance_count=1,                       # number of instances
-    role=role,                              # IAM role used in training job to acccess AWS resources (S3)
+    role=role,                              # IAM role used in training job to access AWS resources (S3)
     transformers_version="4.36",             # Transformers version
     pytorch_version="2.1.0",                  # PyTorch version
     py_version="py310",                      # Python version