Broken link fixed

Author: pritamso

articles/machine-learning/component-reference-v2/text-classification-multilabel.md

@@ -33,17 +33,17 @@ This model requires a training and a validation dataset. The datasets must be in
 
 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.