Updated the codes as required in the bias_tfdv_facets.ipynb files.

Author: anjalikumari-ssk

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"
    ]
   },
   {
@@ -90,32 +90,28 @@
     }
    ],
    "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"
    ]
   },
   {
@@ -86,32 +86,28 @@
     }
    ],
    "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"
    ]
   },
   {