Broken link fixed

Author: pritamso

articles/machine-learning/component-reference-v2/text-ner.md

@@ -18,7 +18,7 @@ This article describes a component in Azure Machine Learning designer.
 
 Use this component to create a machine learning model that is based on the AutoML Text NER.
 
-Named Entity Recognition (NER) is one of the features offered by Azure Cognitive Service for Language. The NER feature can identify and categorize entities in unstructured text. For [more information on NER](/cognitive-services/language-service/named-entity-recognition/overview)
+Named Entity Recognition (NER) is one of the features offered by Azure Cognitive Service for Language. The NER feature can identify and categorize entities in unstructured text. For [more information on NER](/azure/cognitive-services/language-service/named-entity-recognition/overview)
 
 ## How to configure 
 
@@ -33,17 +33,17 @@ This model requires a training and Validation dataset. The datasets must be in M
 
 1.  Specify the **Primary Metric** you want AutoML to use to measure your model's success.
 
-1. (Optional) Select the language your dataset consists of. Visit this link for a [full list of supported languages.](/how-to-auto-train-nlp-models.md#language-settings
+1. (Optional) Select the language your dataset consists of. Visit this link for a [full list of supported languages.](../how-to-auto-train-nlp-models.md#language-settings
 
-1. (Optional) You are able to configure Hyperparameters. Visit this link for a [full list of configurable Hyperparameters](/how-to-auto-train-nlp-models.md#supported-hyperparameters)
+1. (Optional) You are able to configure Hyperparameters. Visit this link for a [full list of configurable Hyperparameters](../how-to-auto-train-nlp-models.md#supported-hyperparameters)
 
-1. (Optional) Job Sweep settings are configurable. Visit this link to learn more about [each configurable parameter.](/how-to-auto-train-nlp-models.md#sampling-methods-for-the-sweep)
+1. (Optional) Job Sweep settings are configurable. Visit this link to learn more about [each configurable parameter.](../how-to-auto-train-nlp-models.md#sampling-methods-for-the-sweep)
 
-1. (Optional) Job Limit settings are configurable. Visit this link to learn more about [these settings.](/how-to-auto-train-nlp-models.md#resources-for-the-sweep)
+1. (Optional) Job Limit settings are configurable. Visit this link to learn more about [these settings.](../how-to-auto-train-nlp-models.md#resources-for-the-sweep)
 
 
 
 
 ## Next steps
 
-See the [set of components available](/component-reference.md) to Azure Machine Learning. 
+See the [set of components available](../component-reference/component-reference.md) to Azure Machine Learning.