Merge pull request #2749 from anjalikumari-ssk/ocbl198-notebook-updates

OCBL198 - Notebook Updates

Author: gstripling

courses/business/managingmlprojects/labs/bias_tfdv_facets.ipynb

@@ -51,7 +51,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip3 install fairness-indicators --user"
+    "!pip install --user tensorflow==2.15.0 tensorflow-model-analysis==0.46.0 fairness-indicators==0.46.0 witwidget"
    ]
   },
   {
@@ -84,38 +84,35 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2.5.0\n",
-      "<module 'tensorflow' from '/home/jupyter/.local/lib/python3.5/site-packages/tensorflow/__init__.py'>\n"
+      "TensorFlow version: 2.15.0\n",
+      "TFMA version: 0.46.0\n",
+      "Python version: 3.10.16 | packaged by conda-forge | (main, Dec  5 2024, 14:16:10) [GCC 13.3.0]\n"
      ]
     }
    ],
    "source": [
-    "import sys, os\n",
+    "import sys\n",
     "import warnings\n",
     "warnings.filterwarnings('ignore')\n",
-    "#os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'  # Ignore deprecation warnings\n",
-    "import tempfile\n",
+    "\n",
     "import apache_beam as beam\n",
     "import numpy as np\n",
     "import pandas as pd\n",
     "from datetime import datetime\n",
     "\n",
-    "import tensorflow_hub as hub\n",
     "import tensorflow as tf\n",
     "import tensorflow_model_analysis as tfma\n",
     "import tensorflow_data_validation as tfdv\n",
-    "from tensorflow_model_analysis.addons.fairness.post_export_metrics import fairness_indicators\n",
-    "from tensorflow_model_analysis.addons.fairness.view import widget_view\n",
     "\n",
-    "import warnings\n",
-    "warnings.filterwarnings(\"ignore\")\n",
+    "from tensorflow_model_analysis.addons.fairness.view import widget_view\n",
     "\n",
     "from witwidget.notebook.visualization import WitConfigBuilder\n",
     "from witwidget.notebook.visualization import WitWidget\n",
     "\n",
     "\n",
-    "print(tf.version.VERSION) \n",
-    "print(tf) # This statement shows us what version of Python we are currently running."
+    "print('TensorFlow version:', tf.__version__)\n",
+    "print('TFMA version:', tfma.__version__)\n",
+    "print('Python version:', sys.version)\n"
    ]
   },
   {

courses/business/managingmlprojects/solutions/bias_tfdv_facets.ipynb

@@ -47,7 +47,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip3 install fairness-indicators --user"
+    "!pip install --user tensorflow==2.15.0 tensorflow-model-analysis==0.46.0 fairness-indicators==0.46.0 witwidget"
    ]
   },
   {
@@ -80,38 +80,35 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2.5.0\n",
-      "<module 'tensorflow' from '/home/jupyter/.local/lib/python3.5/site-packages/tensorflow/__init__.py'>\n"
+       "TensorFlow version: 2.15.0\n",
+       "TFMA version: 0.46.0\n",
+       "Python version: 3.10.16 | packaged by conda-forge | (main, Dec  5 2024, 14:16:10) [GCC 13.3.0]\n"
      ]
     }
    ],
    "source": [
-    "import sys, os\n",
+    "import sys\n",
     "import warnings\n",
     "warnings.filterwarnings('ignore')\n",
-    "#os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'  # Ignore deprecation warnings\n",
-    "import tempfile\n",
+    "\n",
     "import apache_beam as beam\n",
     "import numpy as np\n",
     "import pandas as pd\n",
     "from datetime import datetime\n",
     "\n",
-    "import tensorflow_hub as hub\n",
     "import tensorflow as tf\n",
     "import tensorflow_model_analysis as tfma\n",
     "import tensorflow_data_validation as tfdv\n",
-    "from tensorflow_model_analysis.addons.fairness.post_export_metrics import fairness_indicators\n",
-    "from tensorflow_model_analysis.addons.fairness.view import widget_view\n",
     "\n",
-    "import warnings\n",
-    "warnings.filterwarnings(\"ignore\")\n",
+    "from tensorflow_model_analysis.addons.fairness.view import widget_view\n",
     "\n",
     "from witwidget.notebook.visualization import WitConfigBuilder\n",
     "from witwidget.notebook.visualization import WitWidget\n",
     "\n",
     "\n",
-    "print(tf.version.VERSION) \n",
-    "print(tf) # This statement shows us what version of Python we are currently running."
+    "print('TensorFlow version:', tf.__version__)\n",
+    "print('TFMA version:', tfma.__version__)\n",
+    "print('Python version:', sys.version)\n"
    ]
   },
   {