AI/ML and analytics services

AI services solve a specific task with an API call and no ML expertise; SageMaker AI is for building your own models. Analytics services query, process, stream, search, warehouse, and visualize data.

AI/ML services

• Amazon SageMaker AI: Build, train, and deploy your own machine learning models.
• Amazon Q: Generative AI assistant for work and for building on AWS (answering questions, generating code, summarizing data).
• Amazon Lex: Build conversational interfaces (chatbots and voice bots).
• Amazon Polly: Text to lifelike speech.
• Amazon Transcribe: Speech to text.
• Amazon Translate: Language translation.
• Amazon Comprehend: Natural language processing: find sentiment, key phrases, and entities in text.
• Amazon Rekognition: Image and video analysis: objects, faces, text in images, unsafe content.
• Amazon Textract: Extract printed text, handwriting, forms, and tables from scanned documents.

Analytics services

• Amazon Athena: Serverless, interactive SQL queries directly on data in S3; pay per query.
• Amazon Kinesis: Collect and process real-time streaming data (clickstreams, IoT telemetry, logs).
• AWS Glue: Serverless data integration (ETL) and a Data Catalog that describes your datasets.
• Amazon Quick Sight: Business intelligence: interactive dashboards and visualizations.
• Amazon Redshift: Petabyte-scale cloud data warehouse for analytics with SQL.
• Amazon EMR: Managed big data frameworks such as Apache Spark and Hadoop.
• Amazon OpenSearch Service: Search, log analytics, and real-time application monitoring.