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Vector Search and Embeddings - 繁體中文

Google Cloud Training

本課程旨在介紹 Vertex AI Vector Search，並說明如何透過大型語言模型 (LLM) API 生成嵌入，運用這項服務建構搜尋應用程式。這堂課程涵蓋概念課程、實際示範與實作研究室。概念課程將說明向量搜尋和文字嵌入；實際示範則會演示如何透過 Vertex AI 建構向量搜尋。

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What's inside

Syllabus

Vector Search 和嵌入
本課程旨在介紹 Vertex AI Vector Search，並說明如何透過大型語言模型 (LLM) API 生成嵌入，運用這項服務建構搜尋應用程式。這堂課程涵蓋概念課程、實際示範與實作研究室。概念課程將說明向量搜尋和文字嵌入；實際示範則會演示如何透過 Vertex AI 建構向量搜尋。

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
本課程著重講授在不同領域和產業中廣泛應用的向量搜尋與文字嵌入。
課程中包含理論教學、實作範例和實務研究室，有助於學習者深入了解如何運用 Vertex AI 進行向量搜尋的建置。
由 Google Cloud Training 團隊授課，擁有專業的產業知識和技術經驗。
提供大型語言模型 API 生成嵌入的教學，有助於學習者建立更精確的搜尋模型。

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Vector Search and Embeddings - 繁體中文 with these activities:
探索 Vertex AI Vector Search 文件
深入了解 Vertex AI Vector Search 的功能和使用案例，加深對此服務的認識。
Show steps
  • 瀏覽 Vertex AI Vector Search 官方網站
  • 閱讀白皮書和技術文件
  • 觀看網路線上研討會
實作向量搜尋範例
透過實作實際範例，將理論知識轉化為實務技能，並提升問題解決能力。
Browse courses on Python
Show steps
  • 設定 Vertex AI Vector Search 環境
  • 建立索引並新增文件
  • 執行查詢並評估結果
參加 Vertex AI Vector Search 工作坊
參加專家主講的工作坊，獲得實務見解，並與志同道合的人交流。
Show steps
  • 尋找並報名相關工作坊
  • 積極參與工作坊內容
  • 與講師和同儕交流
One other activity
Expand to see all activities and additional details
Show all four activities
貢獻開放原始碼專案
透過貢獻開放原始碼專案，實務應用所學技能，同時回饋社群。
Browse courses on Python
Show steps
  • 尋找與向量搜尋相關的開放原始碼專案
  • 閱讀文件和程式碼，了解專案架構
  • 找出可以貢獻的領域，例如提出 Bug 修復或功能建議

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Course image
Level
Intermediate
Via
Coursera
Institution
Google Cloud
Instructor
Google Cloud Training
Session
August 5, 2024 - August 19, 2024
Language
zh-TW
Good to know
本課程著重講授在不同領域和產業中廣泛應用的向量搜尋與文字嵌入。
課程中包含理論教學、實作範例和實務研究室，有助於學習者深入了解如何運用 Vertex AI 進行向量搜尋的建置。
由 Google Cloud Training 團隊授課，擁有專業的產業知識和技術經驗。
提供大型語言模型 API 生成嵌入的教學，有助於學習者建立更精確的搜尋模型。
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