aws

Machine Learning

ayleeee 2024. 4. 10. 22:19

Amazon Rekognition

  • 애플리케이션에 고급 컴퓨터 비전 기능을 추가, 클라우드 기반 이미지 및 비디오 분석 서비스
  • 기능
    • Amazon S3에 저장된 모든 이미지 또는 동영상 파일을 신속하게 분석할 수 있는 API 
    • 객체, 텍스트, 안전하지 않은 컨텐츠를 탐지, 이미지/동영상 분석, 얼굴 비교 
      • Detect content that is inappropriate, unwanted, or offensive
    • 얼굴 인식 API로 사용자 확인, 카탈로그 작성, 인원 계산 및 공공 안전을 포함한 다양한 사례 적용

Amazon Transcribe

  • Automatically convert speech to text
  • Uses a deep learning process called automatic speech recognition(ASR) to convert speech to text quickly and accurately
    • Automatically remove Personally Identificable Information 
    • Supports Automatic Language Identification for multi-lingual audio

Amazon Polly

  • Turn text into lifelike speech using deep learning
    • Can customize the pronunciation of words with Pronunciation lexicons
    • Generate speech from plain text or from documents marked up with Speech Synthesis Markup Language

Amazon Translate

  • Natural and accurate language translation
    • Allows you to localize content

Amazon Lex & Connect

  • Amazon Lex
    • Automatic Speech Recognition to covert speech to text
    • Natural Language Understanding to recognize the intent of text, callers
    • Helps build chatbots, call center bots
  • Amazon Connect
    • Receive calls, create contact flows, cloud-based virtual contact center
    • Can integrate with other CRM systems or AWS
    • No upfront payments, 80% cheaper than traditional contact center solutions

Amazon Comprehend

  • Fully managed and serverless service
  • Uses machine learning to find insights and relationships in text

Amazon Comprehend Medical

  • Amazon Comprehend Medical detects and returns useful infromation in unstructured clinical text

Amazon SageMaker

  • Fully managed service for developers / data scientists to build ML models

Amazon Forecast

  • Fully managed service that uses ML to deliver highly accurate forecasts

Amazon Kendra

  • Fully managed document search service 
  • Extract answers from within a document

Amazon Personalize

  • Fully managed ML-service to build apps with real-time personalized recommendations

Amazon Textract

  • Automatically extracts text, handwriting, and data from any scanned documents using AI and ML
  • Extract data from forms and tables

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