diff --git a/basic_training_notebook.ipynb b/basic_training_notebook.ipynb
index 3d84694..89769c8 100644
--- a/basic_training_notebook.ipynb
+++ b/basic_training_notebook.ipynb
@@ -20,27 +20,39 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "BFf6511E65ff"
-   },
-   "outputs": [],
-   "source": [
-    "# Installs microWakeWord. Be sure to restart the session after this is finished.\n",
-    "import platform\n",
-    "\n",
-    "if platform.system() == \"Darwin\":\n",
-    "    # `pymicro-features` is installed from a fork to support building on macOS\n",
-    "    !{sys.executable} pip install 'git+https://github.com/puddly/pymicro-features@puddly/minimum-cpp-version'\n",
-    "\n",
-    "# `audio-metadata` is installed from a fork to unpin `attrs` from a version that breaks Jupyter\n",
-    "!{sys.executable} pip install 'git+https://github.com/whatsnowplaying/audio-metadata@d4ebb238e6a401bb1a5aaaac60c9e2b3cb30929f'\n",
-    "\n",
-    "!git clone -b https://github.com/kahrendt/microWakeWord\n",
-    "!{sys.executable} pip install -e ./microWakeWord"
-   ]
-  },
+     "cell_type": "code",
+     "execution_count": null,
+     "metadata": {
+      "id": "BFf6511E65ff"
+     },
+     "outputs": [],
+     "source": [
+      "# Installs microWakeWord. Be sure to restart the session after this is finished.\n",
+      "import platform\n",
+      "import sys\n",
+      "import os\n",
+      "\n",
+      "if platform.system() == \"Darwin\":\n",
+      "    # `pymicro-features` is installed from a fork to support building on macOS\n",
+      "    !\"{sys.executable}\" -m pip install 'git+https://github.com/puddly/pymicro-features@puddly/minimum-cpp-version'\n",
+      "\n",
+      "# `audio-metadata` is installed from a fork to unpin `attrs` from a version that breaks Jupyter\n",
+      "!\"{sys.executable}\" -m pip install 'git+https://github.com/whatsnowplaying/audio-metadata@d4ebb238e6a401bb1a5aaaac60c9e2b3cb30929f'\n",
+      "\n",
+      "# Clone the microWakeWord repository\n",
+      "repo_path = \"./microWakeWord\"\n",
+      "if not os.path.exists(repo_path):\n",
+      "    print(\"Cloning microWakeWord repository...\")\n",
+      "    !git clone https://github.com/kahrendt/microWakeWord.git {repo_path}\n",
+      "\n",
+      "# Ensure the repository exists before attempting to install\n",
+      "if os.path.exists(repo_path):\n",
+      "    print(\"Installing microWakeWord...\")\n",
+      "    !\"{sys.executable}\" -m pip install -e {repo_path}\n",
+      "else:\n",
+      "    print(f\"Repository not found at {repo_path}. Cloning might have failed.\")"
+     ]
+    },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -59,21 +71,21 @@
     "\n",
     "from IPython.display import Audio\n",
     "\n",
-    "if not os.path.exists(\"./piper-sample-generator\"):\n",
+    "if not os.path.exists(\"./-m piper-sample-generator\"):\n",
     "    if platform.system() == \"Darwin\":\n",
     "        !git clone -b mps-support https://github.com/kahrendt/piper-sample-generator\n",
     "    else:\n",
     "        !git clone https://github.com/rhasspy/piper-sample-generator\n",
     "\n",
-    "    !wget -O piper-sample-generator/models/en_US-libritts_r-medium.pt 'https://github.com/rhasspy/piper-sample-generator/releases/download/v2.0.0/en_US-libritts_r-medium.pt'\n",
+    "    !wget -O -m piper-sample-generator/models/en_US-libritts_r-medium.pt 'https://github.com/rhasspy/-m piper-sample-generator/releases/download/v2.0.0/en_US-libritts_r-medium.pt'\n",
     "\n",
     "    # Install system dependencies\n",
-    "    !{sys.executable} pip install torch torchaudio piper-phonemize-cross==1.2.1\n",
+    "    !\"{sys.executable}\" -m pip install torch torchaudio -m piper-phonemize-cross==1.2.1\n",
     "\n",
-    "    if \"piper-sample-generator/\" not in sys.path:\n",
-    "        sys.path.append(\"piper-sample-generator/\")\n",
+    "    if \"-m piper-sample-generator/\" not in sys.path:\n",
+    "        sys.path.append(\"-m piper-sample-generator/\")\n",
     "\n",
-    "!{sys.executable} pyrhon3 piper-sample-generator/generate_samples.py \"{target_word}\" \\\n",
+    "!\"{sys.executable}\" pyrhon3 -m piper-sample-generator/generate_samples.py \"{target_word}\" \\\n",
     "--max-samples 1 \\\n",
     "--batch-size 1 \\\n",
     "--output-dir generated_samples\n",
@@ -91,12 +103,12 @@
    "source": [
     "# Generates a larger amount of wake word samples.\n",
     "# Start here when trying to improve your model.\n",
-    "# See https://github.com/rhasspy/piper-sample-generator for the full set of\n",
+    "# See https://github.com/rhasspy/-m piper-sample-generator for the full set of\n",
     "# parameters. In particular, experiment with noise-scales and noise-scale-ws,\n",
     "# generating negative samples similar to the wake word, and generating many more\n",
     "# wake word samples, possibly with different phonetic pronunciations.\n",
     "\n",
-    "!{sys.executable} pyrhon3 piper-sample-generator/generate_samples.py \"{target_word}\" \\\n",
+    "!\"{sys.executable}\" pyrhon3 -m piper-sample-generator/generate_samples.py \"{target_word}\" \\\n",
     "--max-samples 1000 \\\n",
     "--batch-size 100 \\\n",
     "--output-dir generated_samples"
@@ -557,4 +569,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
\ No newline at end of file
+}