Amazon Comprehend
Amazon Comprehend is a natural language processing (NLP) service that uses machine learning to find insights and relationships in text. No machine learning experience required.
There is a treasure trove of potential sitting in your unstructured data. Customer emails, support tickets, product reviews, social media, even advertising copy represents insights into customer sentiment that can be put to work for your business. The question is how to get at it? As it turns out, Machine learning is particularly good at accurately identifying specific items of interest inside vast swathes of text (such as finding company names in analyst reports), and can learn the sentiment hidden inside language (identifying negative reviews, or positive customer interactions with customer service agents), at almost limitless scale.
Amazon Comprehend uses machine learning to help you uncover the insights and relationships in your unstructured data. The service identifies the language of the text; extracts key phrases, places, people, brands, or events; understands how positive or negative the text is; analyzes text using tokenization and parts of speech; and automatically organizes a collection of text files by topic. You can also use AutoML capabilities in Amazon Comprehend to build a custom set of entities or text classification models that are tailored uniquely to your organization’s needs.
Below are the cmdlets which are available with Amazon Comprehend
| CmdletName | ServiceOperation |
| Add-COMPResourceTag | TagResource |
| Find-COMPDominantLanguage | DetectDominantLanguage |
| Find-COMPDominantLanguageBatch | BatchDetectDominantLanguage |
| Find-COMPEntity | DetectEntities |
| Find-COMPEntityBatch | BatchDetectEntities |
| Find-COMPKeyPhrase | DetectKeyPhrases |
| Find-COMPKeyPhrasesBatch | BatchDetectKeyPhrases |
| Find-COMPSentiment | DetectSentiment |
| Find-COMPSentimentBatch | BatchDetectSentiment |
| Find-COMPSyntax | DetectSyntax |
| Find-COMPSyntaxBatch | BatchDetectSyntax |
| Get-COMPDocumentClassificationJob | DescribeDocumentClassificationJob |
| Get-COMPDocumentClassificationJobList | ListDocumentClassificationJobs |
| Get-COMPDocumentClassifier | DescribeDocumentClassifier |
| Get-COMPDocumentClassifierList | ListDocumentClassifiers |
| Get-COMPDominantLanguageDetectionJob | DescribeDominantLanguageDetectionJob |
| Get-COMPDominantLanguageDetectionJobList | ListDominantLanguageDetectionJobs |
| Get-COMPEndpoint | DescribeEndpoint |
| Get-COMPEndpointList | ListEndpoints |
| Get-COMPEntitiesDetectionJob | DescribeEntitiesDetectionJob |
| Get-COMPEntitiesDetectionJobList | ListEntitiesDetectionJobs |
| Get-COMPEntityRecognizer | DescribeEntityRecognizer |
| Get-COMPEntityRecognizerList | ListEntityRecognizers |
| Get-COMPKeyPhrasesDetectionJob | DescribeKeyPhrasesDetectionJob |
| Get-COMPKeyPhrasesDetectionJobList | ListKeyPhrasesDetectionJobs |
| Get-COMPResourceTag | ListTagsForResource |
| Get-COMPSentimentDetectionJob | DescribeSentimentDetectionJob |
| Get-COMPSentimentDetectionJobList | ListSentimentDetectionJobs |
| Get-COMPTopicsDetectionJob | DescribeTopicsDetectionJob |
| Get-COMPTopicsDetectionJobList | ListTopicsDetectionJobs |
| Invoke-COMPDocumentClassification | ClassifyDocument |
| New-COMPDocumentClassifier | CreateDocumentClassifier |
| New-COMPEndpoint | CreateEndpoint |
| New-COMPEntityRecognizer | CreateEntityRecognizer |
| Remove-COMPDocumentClassifier | DeleteDocumentClassifier |
| Remove-COMPEndpoint | DeleteEndpoint |
| Remove-COMPEntityRecognizer | DeleteEntityRecognizer |
| Remove-COMPResourceTag | UntagResource |
| Start-COMPDocumentClassificationJob | StartDocumentClassificationJob |
| Start-COMPDominantLanguageDetectionJob | StartDominantLanguageDetectionJob |
| Start-COMPEntitiesDetectionJob | StartEntitiesDetectionJob |
| Start-COMPKeyPhrasesDetectionJob | StartKeyPhrasesDetectionJob |
| Start-COMPSentimentDetectionJob | StartSentimentDetectionJob |
| Start-COMPTopicsDetectionJob | StartTopicsDetectionJob |
| Stop-COMPDominantLanguageDetectionJob | StopDominantLanguageDetectionJob |
| Stop-COMPEntitiesDetectionJob | StopEntitiesDetectionJob |
| Stop-COMPKeyPhrasesDetectionJob | StopKeyPhrasesDetectionJob |
| Stop-COMPSentimentDetectionJob | StopSentimentDetectionJob |
| Stop-COMPTrainingDocumentClassifier | StopTrainingDocumentClassifier |
| Stop-COMPTrainingEntityRecognizer | StopTrainingEntityRecognizer |
| Update-COMPEndpoint | UpdateEndpoint |
You can also check other AWS Services, and each services cmdlets we are providing.
