docs: move cognitive namespace to services namespace (#2118)

* docs: move cognitive namespace to services namespace

* add deprecation warnings

Author: mhamilton723

cognitive/src/main/scala/com/microsoft/azure/synapse/ml/services/anomaly/AnomalyDetection.scala

@@ -145,8 +145,12 @@ abstract class AnomalyDetectorBase(override val uid: String) extends CognitiveSe
   }
 }
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 object DetectLastAnomaly extends ComplexParamsReadable[DetectLastAnomaly] with Serializable
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 class DetectLastAnomaly(override val uid: String) extends AnomalyDetectorBase(uid) with SynapseMLLogging {
   logClass(FeatureNames.AiServices.Anomaly)
 
@@ -162,8 +166,12 @@ class DetectLastAnomaly(override val uid: String) extends AnomalyDetectorBase(ui
 
 }
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 object DetectAnomalies extends ComplexParamsReadable[DetectAnomalies] with Serializable
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 class DetectAnomalies(override val uid: String) extends AnomalyDetectorBase(uid) with SynapseMLLogging {
   logClass(FeatureNames.AiServices.Anomaly)
 
@@ -179,8 +187,12 @@ class DetectAnomalies(override val uid: String) extends AnomalyDetectorBase(uid)
 
 }
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 object SimpleDetectAnomalies extends ComplexParamsReadable[SimpleDetectAnomalies] with Serializable
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 class SimpleDetectAnomalies(override val uid: String) extends AnomalyDetectorBase(uid)
   with HasOutputCol with SynapseMLLogging {
   logClass(FeatureNames.AiServices.Anomaly)

cognitive/src/main/scala/com/microsoft/azure/synapse/ml/services/anomaly/MultivariateAnomalyDetection.scala

@@ -412,8 +412,12 @@ trait MADBase extends HasOutputCol with TimeConverter
 
 }
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 object SimpleFitMultivariateAnomaly extends ComplexParamsReadable[SimpleFitMultivariateAnomaly] with Serializable
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 class SimpleFitMultivariateAnomaly(override val uid: String) extends Estimator[SimpleDetectMultivariateAnomaly]
   with MADBase {
   logClass(FeatureNames.AiServices.Anomaly)
@@ -565,8 +569,12 @@ trait DetectMAParams extends Params {
   setDefault(topContributorCount -> 10)
 }
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 object SimpleDetectMultivariateAnomaly extends ComplexParamsReadable[SimpleDetectMultivariateAnomaly] with Serializable
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 class SimpleDetectMultivariateAnomaly(override val uid: String) extends Model[SimpleDetectMultivariateAnomaly]
   with MADBase with HasHandler with DetectMAParams {
   logClass(FeatureNames.AiServices.Anomaly)
@@ -647,8 +655,12 @@ class SimpleDetectMultivariateAnomaly(override val uid: String) extends Model[Si
 
 }
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 object DetectLastMultivariateAnomaly extends ComplexParamsReadable[DetectLastMultivariateAnomaly] with Serializable
 
+@deprecated("The Anomaly Detection Service will be shutting down in 2026," +
+  " please use IsolationForest for anomaly detection", "v1.0.0")
 class DetectLastMultivariateAnomaly(override val uid: String) extends CognitiveServicesBase(uid)
   with HasInternalJsonOutputParser with TimeConverter with HasTimestampCol
   with HasSetLocation with HasCognitiveServiceInput with HasBatchSize

docs/Explore Algorithms/AI Services/Advanced Usage - Async, Batching, and Multi-Key.ipynb

@@ -12,7 +12,7 @@
     }
    },
    "source": [
-    "# Cognitive Services Advanced Guide: Asynchrony, Batching, Multi-Key"
+    "# AI Services Advanced Guide: Asynchrony, Batching, Multi-Key"
    ]
   },
   {
@@ -98,7 +98,7 @@
    },
    "outputs": [],
    "source": [
-    "from synapse.ml.cognitive.vision import AnalyzeImage\n",
+    "from synapse.ml.services.vision import AnalyzeImage\n",
     "\n",
     "# Create a dataframe with the image URLs\n",
     "base_url = \"https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/ComputerVision/Images/\"\n",
@@ -301,7 +301,7 @@
    },
    "outputs": [],
    "source": [
-    "from synapse.ml.cognitive.text import TextSentiment\n",
+    "from synapse.ml.services.text import TextSentiment\n",
     "\n",
     "# Create a dataframe\n",
     "text_df = spark.createDataFrame(\n",
@@ -356,7 +356,7 @@
    },
    "outputs": [],
    "source": [
-    "from synapse.ml.cognitive.text import TextSentiment\n",
+    "from synapse.ml.services.text import TextSentiment\n",
     "from pyspark.sql.functions import udf\n",
     "import random\n",
     "\n",
@@ -418,7 +418,7 @@
    "notebookMetadata": {
     "pythonIndentUnit": 2
    },
-   "notebookName": "CognitiveServices - Advanced Usage: Async, Batching, and Multi-Key",
+   "notebookName": "AI Services - Advanced Usage: Async, Batching, and Multi-Key",
    "notebookOrigID": 3743502060540796,
    "widgets": {}
   },

docs/Explore Algorithms/AI Services/Geospatial Services.ipynb

@@ -77,7 +77,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from synapse.ml.cognitive import *\n",
+    "from synapse.ml.services import *\n",
     "from synapse.ml.services.geospatial import *\n",
     "from synapse.ml.core.platform import *\n",
     "\n",

docs/Explore Algorithms/AI Services/Multivariate Anomaly Detection.ipynb

@@ -128,7 +128,7 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "import synapse.ml\n",
-    "from synapse.ml.cognitive import *"
+    "from synapse.ml.services.anomaly import *"
    ]
   },
   {