Fix syntax of notebooks (#4868)

* Fix syntax issues for notebooks

* Reverting one notebook to previous state

Author: aviruthen

prepare_data/sm-feature_store_introduction/sm-feature_store_introduction.ipynb

@@ -74,7 +74,7 @@
     "import boto3\n",
     "import sys\n",
     "\n",
-    "!pip install "sagemaker>=2.100.0,<3.0"'\n",
+    "!pip install \"sagemaker>=2.100.0,<3.0\"\n",
     "!pip install 'boto3>=1.24.20'"
    ]
   },

prepare_data/sm-processing_introduction.ipynb

@@ -101,7 +101,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install -U 'sagemaker<3.0'""
+    "!pip install -U 'sagemaker<3.0'"
    ]
   },
   {

build_and_train_models/sm-distributed_model_parallel/sm-distributed_model_parallel.ipynb

@@ -53,7 +53,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "pip install sagemaker-experiments"
+    "%pip install sagemaker-experiments"
    ]
   },
   {
@@ -62,7 +62,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "pip install 'sagemaker<3.0' --upgrade"
+    "%pip install 'sagemaker<3.0' --upgrade"
    ]
   },
   {

build_and_train_models/sm-distributed_model_parallel_v2/gpt-neox/sm-fsdp-tp_finetuning_gpt-neox.ipynb

@@ -80,7 +80,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },

build_and_train_models/sm-distributed_model_parallel_v2/gpt-neox/sm-fsdp-tp_train_gpt-neox.ipynb

@@ -74,7 +74,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },

build_and_train_models/sm-distributed_model_parallel_v2/llama_v2_v3/sm-fsdp-tp-cp_train_llama_v2_v3.ipynb

@@ -74,7 +74,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },

build_and_train_models/sm-distributed_model_parallel_v2/llama_v2_v3/sm-fsdp-tp-fp8_train_llama_v2_v3.ipynb

@@ -74,7 +74,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },

build_and_train_models/sm-distributed_model_parallel_v2/llama_v2_v3/sm-fsdp-tp_finetuning_llama_v2_v3.ipynb

@@ -80,7 +80,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },

build_and_train_models/sm-distributed_model_parallel_v2/llama_v3d1/sm-fsdp-tp-fp8_train_llama_v3d1.ipynb

@@ -74,7 +74,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },

build_and_train_models/sm-distributed_model_parallel_v2/llama_v3d1/sm-fsdp-tp_finetuning_llama_v3d1.ipynb

@@ -80,7 +80,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install "sagemaker>=2.233,<3.0"\"\n",
+    "%pip install \"sagemaker>=2.233,<3.0\"\n",
     "%pip install sagemaker-experiments"
    ]
   },