內容研究

Azure

此架構說明如何使用知識挖掘來進行內容研究。This architecture describes how knowledge mining can be used for content research.

當組織的員工要審核和研究技術資料時,在密集文字頁面的頁面之後閱讀頁面可能會很繁瑣。When organizations task employees to review and research of technical data, it can be tedious to read page after page of dense text. 知識挖掘可協助員工快速審視這些密集的教材。Knowledge mining helps employees quickly review these dense materials. 在強力投標競賽的產業中,或當問題診斷必須快速或近乎即時時,公司可以使用知識挖掘來避免成本高昂的錯誤。In industries where bidding competition is fierce, or when the diagnosis of a problem must be quick or in near real-time, companies can use knowledge mining to avoid costly mistakes.

架構圖

資料流程Data Flow

有三個步驟:內嵌、擴充和探索。There are three steps: Ingest, Enrich and Exploration. 首先,非結構化和結構化資料會內嵌,然後使用 AI 擴充這項資料,並透過搜尋、現有的商務應用程式或分析解決方案,找出並探索新的結構化資料。First, the unstructured and structured data is ingested then enrichment of this data with AI to extract information and find and finally explore the newly structured data via search, existing business applications or analytics solutions.

  1. 使用者可以內嵌不同類型的技術內容,例如產品手冊、使用者指南、工程標準檔、專利權記錄、醫療期刊、製藥 fillingsThe user can ingest different types of technical content like product manual, user guides, engineering standard documents, patent records, medical journals, pharmaceutical fillings
  2. 此內容的擴充方式是使用光學字元辨識、關鍵字組解壓縮、實體辨識、語言翻譯、自訂模型來解壓縮產業專屬詞彙,例如產品名稱或工程標準、自訂模型,以旗標潛在風險或其他重要資訊,以及 HIPAA 合規性的自訂模型This content is enriched by using optical character recognition, key phrase extraction, entity recognition, language translation, customized models to extract industry-specific terms such as product names or engineering standards, customized models to flag potential risks or other essential information, customized models for HIPAA compliance
  3. 最後,使用者可以將搜尋索引整合到可搜尋的目錄或現有的商務應用程式And finally, the user can integrate the search index in to a searchable directory or a exiting business application

元件Components

用來執行技術內容審查和研究工具的主要技術Key technologies used to implement tools for technical content review and research

後續步驟Next steps

使用 知識挖掘解決方案加速器 ,建立具有 Azure 認知搜尋的初始知識挖掘原型。Using the knowledge mining solution accelerator to build an initial knowledge mining prototype with Azure Cognitive Search.

使用 Microsoft 的自訂 WEB API建立自訂技能Building custom skills with Microsoft's Custom Web API