diff --git a/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb b/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb
index 6f128be3e810882c6641626bccbbcbff4a210067..107ce48220ff4064962f5239f1641c728836b699 100644
--- a/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb	
+++ b/recipes/quickstart/NotebookLlama/Step-1 PDF-Pre-Processing-Logic.ipynb	
@@ -59,7 +59,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "pdf_path = './2402.13116v3.pdf'\n",
+    "pdf_path = './resources/2402.13116v3.pdf'\n",
     "DEFAULT_MODEL = \"meta-llama/Llama-3.2-1B-Instruct\""
    ]
   },
@@ -469,7 +469,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "INPUT_FILE = \"./extracted_text.txt\"  # Replace with your file path\n",
+    "INPUT_FILE = \"./resources/extracted_text.txt\"  # Replace with your file path\n",
     "CHUNK_SIZE = 1000  # Adjust chunk size if needed\n",
     "\n",
     "chunks = create_word_bounded_chunks(text, CHUNK_SIZE)\n",
diff --git a/recipes/quickstart/NotebookLlama/Step-2-Transcript-Writer.ipynb b/recipes/quickstart/NotebookLlama/Step-2-Transcript-Writer.ipynb
index 5c9388d06dfcca6a9c8a614c52762ac83aa0258a..ea25940b23cbd13ca5b863d1bab4b04bf353b8a8 100644
--- a/recipes/quickstart/NotebookLlama/Step-2-Transcript-Writer.ipynb
+++ b/recipes/quickstart/NotebookLlama/Step-2-Transcript-Writer.ipynb
@@ -162,7 +162,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "INPUT_PROMPT = read_file_to_string('./clean_extracted_text.txt')"
+    "INPUT_PROMPT = read_file_to_string('./resources/clean_extracted_text.txt')"
    ]
   },
   {
@@ -298,7 +298,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open('data.pkl', 'wb') as file:\n",
+    "with open('./resources/data.pkl', 'wb') as file:\n",
     "    pickle.dump(save_string_pkl, file)"
    ]
   },
diff --git a/recipes/quickstart/NotebookLlama/Step-3-Re-Writer.ipynb b/recipes/quickstart/NotebookLlama/Step-3-Re-Writer.ipynb
index 111e650508ad918e870229c335666ad56e37ce37..035d2b1a60a783f9283fb054039793fa7158c1e3 100644
--- a/recipes/quickstart/NotebookLlama/Step-3-Re-Writer.ipynb
+++ b/recipes/quickstart/NotebookLlama/Step-3-Re-Writer.ipynb
@@ -146,7 +146,7 @@
    "source": [
     "import pickle\n",
     "\n",
-    "with open('data.pkl', 'rb') as file:\n",
+    "with open('./resources/data.pkl', 'rb') as file:\n",
     "    INPUT_PROMPT = pickle.load(file)"
    ]
   },
@@ -191,7 +191,7 @@
     "    \"text-generation\",\n",
     "    model=MODEL,\n",
     "    model_kwargs={\"torch_dtype\": torch.bfloat16},\n",
-    "    device_map=\"cuda:7\",\n",
+    "    device_map=\"auto\",\n",
     ")\n",
     "\n",
     "messages = [\n",
@@ -249,7 +249,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open('podcast_ready_data.pkl', 'wb') as file:\n",
+    "with open('./resources/podcast_ready_data.pkl', 'wb') as file:\n",
     "    pickle.dump(save_string_pkl, file)"
    ]
   },
diff --git a/recipes/quickstart/NotebookLlama/Step-4-TTS-Workflow.ipynb b/recipes/quickstart/NotebookLlama/Step-4-TTS-Workflow.ipynb
index 711996ee0b2427927e1a06c1ba6675964c65913d..a55ec8e28617618107fc54532ec283e6a2938a84 100644
--- a/recipes/quickstart/NotebookLlama/Step-4-TTS-Workflow.ipynb
+++ b/recipes/quickstart/NotebookLlama/Step-4-TTS-Workflow.ipynb
@@ -119,7 +119,9 @@
    "source": [
     "Generally in life, you set your device to \"cuda\" and are happy. \n",
     "\n",
-    "However, sometimes you want to compensate for things and set it to `cuda:7` to tell the system but even more-so the world that you have 8 GPUS:"
+    "However, sometimes you want to compensate for things and set it to `cuda:7` to tell the system but even more-so the world that you have 8 GPUS.\n",
+    "\n",
+    "Jokes aside please set `device = \"cuda\"` below if you're using a single GPU node."
    ]
   },
   {
@@ -289,7 +291,7 @@
    "source": [
     "import pickle\n",
     "\n",
-    "with open('./podcast_ready_data.pkl', 'rb') as file:\n",
+    "with open('./resources/podcast_ready_data.pkl', 'rb') as file:\n",
     "    PODCAST_TEXT = pickle.load(file)"
    ]
   },
@@ -631,7 +633,7 @@
     }
    ],
    "source": [
-    "final_audio.export(\"_podcast.mp3\", \n",
+    "final_audio.export(\"./resources/_podcast.mp3\", \n",
     "                  format=\"mp3\", \n",
     "                  bitrate=\"192k\",\n",
     "                  parameters=[\"-q:a\", \"0\"])"
diff --git a/recipes/quickstart/NotebookLlama/requirements.txt b/recipes/quickstart/NotebookLlama/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..34a27dc8185f426dba0e0e41583b7dc6a00b89dd
--- /dev/null
+++ b/recipes/quickstart/NotebookLlama/requirements.txt
@@ -0,0 +1,15 @@
+# Core dependencies
+PyPDF2>=3.0.0
+torch>=2.0.0
+transformers>=4.46.0
+accelerate>=0.27.0
+rich>=13.0.0
+ipywidgets>=8.0.0
+tqdm>=4.66.0
+
+# Optional but recommended
+jupyter>=1.0.0
+ipykernel>=6.0.0
+
+# Warning handling
+warnings>=0.1.0
\ No newline at end of file