updating doc urls

Author: abhatt1250

ml-insights/sample_notebooks/16_OCI_Monitoring_Notifications.ipynb

@@ -28,7 +28,7 @@
     "## Prerequisites\n",
     "The OCI Monitoring post-processor component (used to push test results to OCI Monitoring) will fail unless the user is authenticated to push to OCI Monitoring. These authentication details can be set by arguments passed to the post-processor. Additionally, the user will need to set IAM policies to allow pushing metrics to OCI Monitoring.\n",
     "\n",
-    "For more details on arguments passed to this post-processor as well as IAM policy requirements, refer : [OCI Monitoring Post-processor Documentation](https://objectstorage.us-ashburn-1.oraclecloud.com/p/52qrFSNgCH85OWPBGIfTgNm-KeibRU8oPSSBdDg_t90gZ89r5qXrQFpTfdvQ9ear/n/bigdatadatasciencelarge/b/ml-insight-doc/o/user_guide/getting_started/post_processor_component.html#ocimonitoringpostprocessor)\n",
+    "For more details on arguments passed to this post-processor as well as IAM policy requirements, refer : [OCI Monitoring Post-processor Documentation](https://docs.oracle.com/en-us/iaas/tools/ml-insights-docs/latest/ml-insights-documentation/html/user_guide/getting_started/post_processor_component.html#ocimonitoringpostprocessor)\n",
     "\n",
     "## About Dataset\n",
     "The data was collected and made available by “National Institute of Diabetes and Digestive and Kidney Diseases” as part of the Pima Indians Diabetes Database. Several constraints were placed on the selection of these instances from a larger database. In particular, all patients here belong to the Pima Indian heritage (subgroup of Native Americans), and are females of ages 21 and above.\n",
@@ -497,4 +497,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}

ml-insights/sample_notebooks/3_Run_ML_Insights_using_api.ipynb

@@ -261,7 +261,7 @@
     "\n",
     "Metrics are the core construct for the framework. This component is responsible for calculating all statistical metrics and algorithms. Metric components work based on the type of features (eg. input feature, output feature etc.) available, their data type (eg. int, float, string etc.) as well as additional context (e.g. if any previous computation is available to compare against). ML Insights provides commonly used metrics out of the box for different ML observability use cases.\n",
     "\n",
-    "Refer : [Metrics Component Documentation](https://objectstorage.us-ashburn-1.oraclecloud.com/p/52qrFSNgCH85OWPBGIfTgNm-KeibRU8oPSSBdDg_t90gZ89r5qXrQFpTfdvQ9ear/n/bigdatadatasciencelarge/b/ml-insight-doc/o/user_guide/getting_started/metrics_component.html)\n",
+    "Refer : [Metrics Component Documentation](https://docs.oracle.com/en-us/iaas/tools/ml-insights-docs/latest/ml-insights-documentation/html/user_guide/getting_started/metrics_component.html)\n",
     "\n"
    ]
   },
@@ -694,4 +694,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

ml-insights/sample_notebooks/5_Post_Processor_Profile_Writer_Example.ipynb

@@ -206,7 +206,7 @@
     "\n",
     "    - The run() method is responsible to run the internal workflow. It also handles the life cycle of each component passed, which includes creation (if required), invoking interface functions, destroying etc . Additionally, runner also handles some more advanced operations like thread pooling, compute engine abstraction etc.\n",
     "\n",
-    "    Refer : [Builder Object Documentation](https://objectstorage.us-ashburn-1.oraclecloud.com/p/hmjkj956kj4ZVD0RrN7mEMf5O3l2hP2TX0Y0RXZPAbQqYltPcrsJrm7olfNpFf_a/n/idqzqf6isito/b/ml-insight-doc/o/user_guide/getting_started/builder_object.html)\n",
+    "    Refer : [Builder Object Documentation](https://docs.oracle.com/en-us/iaas/tools/ml-insights-docs/latest/ml-insights-documentation/html/user_guide/getting_started/builder_object.html)\n",
     "    \n",
     " ## Post Processor Component\n",
     "\n",
@@ -216,7 +216,7 @@
     "\n",
     "    - is_critical flag can be passed to a post processor. When set to true, Insights run is marked as failed when the post processor execution fails. By default the flag is set to False.\n",
     "\n",
-    "    Refer : [Post Processor Component Documentation](https://objectstorage.us-ashburn-1.oraclecloud.com/p/hmjkj956kj4ZVD0RrN7mEMf5O3l2hP2TX0Y0RXZPAbQqYltPcrsJrm7olfNpFf_a/n/idqzqf6isito/b/ml-insight-doc/o/user_guide/getting_started/getting_started.html#post-processor-component)"
+    "    Refer : [Post Processor Component Documentation](https://docs.oracle.com/en-us/iaas/tools/ml-insights-docs/latest/ml-insights-documentation/html/user_guide/getting_started/getting_started.html#post-processor-component)"
    ]
   },
   {
@@ -369,4 +369,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}