AWS AIF-C01-AI / ML

AWS AI/ML services stack

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ML frameworks

SageMaker

SageMaker offers the right tools to effectively build, train, and run LLMs and other FMs efficiently and cost
effectively.

SageMaker 提供了合適的工具,可以高效且經濟高效地構建、訓練和運行 LLMs 和其他 FM

AI/ML services

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Amazon Comprehend

uses ML and natural language processing (NLP) to help you uncover the insights and relationships in your unstructured
data
使用 ML 和自然語言處理 (NLP) 來説明您發現非結構化數據中的見解和關係

  • Identifies the language of the text
    標識文本的語言
  • Extracts key phrases, places, people, brands, or events
    提取關鍵短語、地點、人員、品牌或事件
  • Understands how positive or negative the text is
    瞭解文本的正面或負面程度
  • Analyzes text using tokenization and parts of speech
    使用分詞和詞性分析文本
  • And automatically organizes a collection of text files by topic
    並按主題自動組織文本檔的集合

Amazon Translate

neural machine translation service
神經機器翻譯服務

Amazon Textract

automatically extracts text and data from scanned documents, optical character recognition (OCR)

從掃描的文件中自動提取文字和數據的服務, 具有光學字元識別 (OCR) 功能

Amazon Lex

fully managed AI service , design, build, test, and deploy conversational interfaces into any application using voice
and text, natural-language conversational bots and voice-enabled interactive voice response (IVR) systems.

完全託管的 AI 服務,用於使用語音和文本設計、構建、測試對話介面並將其部署到任何應用程式中,構建複雜的自然語言對話機器人和支援語音的互動式語音應答
(IVR) 系統。

Amazon Polly

turns text into lifelike speech
將文本轉換為逼真語音

Amazon Transcribe

automatic speech recognition (ASR) service for automatically converting speech to text. stored in common formats, like
WAV and MP3

自動語音辨識 (ASR) 服務,用於自動將語音轉換為文本, 可以轉錄以常見格式(如 WAV 和 MP3)儲存的音訊檔

  • Transcription of voice-based customer service calls
    基於語音的客戶服務呼叫的轉錄
  • Generation of subtitles on audio and video content
    在音訊和視頻內容上生成字幕
  • Conducting (text based) content analysis on audio and video content
    對音訊和視頻內容進行(基於文字的)內容分析

Amazon Rekognition

adding image and video analysis to your applications. provides highly accurate facial analysis and facial search capabilities

將圖像和視頻分析添加到您的應用程式中, 提供高度準確的面部分析和面部搜索功能

Amazon Kendra

intelligent search service powered by ML. scattered across multiple locations and content repositories within your organization

由 ML 提供支援的智慧搜索服務, 即使這些內容分散在組織內的多個位置和內容存儲庫中

Amazon Personalize

create individualized recommendations for customers who use their applications.

為使用其應用程式的客戶創建個人化推薦。

AWS DeepRacer

1/18th scale race car that gives you an interesting and fun way to get started with reinforcement learning (RL).

1/18 比例的賽車提供了一種有趣的方式來開始使用強化學習 (RL)

Generative AI

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SageMaker JumpStart

AWS CloudFormation templates and reference architectures . one-click deployment and fine-tuning of more than 150 popular open-source models

AWS CloudFormation 範本和參考架構的使用方式, 一鍵式部署和微調 150 多種常用開源模型

Amazon Bedrock

fully managed service that makes FMs from Amazon and leading AI startups available through an API

完全託管的服務,可通過 API 提供來自 Amazon 和領先的 AI 初創公司的 FM

Amazon Q

answers to pressing questions, solve problems, generate content, and take actions using the data and expertise found in your company’s information repositories, code, and enterprise systems.

獲得緊迫問題的相關答案、解決問題、生成內容並採取行動

Amazon Q Developer

ML–powered code recommendations

ML 驅動的代碼建議

Advantages and benefits

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Cost considerations


AWS AIF-C01-AI / ML
https://shengshengyang.github.io/2024/10/09/aws-AIF-C01-Infrastructure-and-Technologies/
作者
Dean Yang
發布於
2024年10月9日
許可協議