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Vector Search and Embeddings - 日本語版

Google Cloud Training

このコースでは、Vertex AI ベクトル検索を紹介し、エンべディングのための大規模言語モデル（LLM）API を組み込んだ検索アプリケーションを構築するために使用する方法を説明します。このコースは、ベクトル検索とテキスト エンベディングの概念の説明、Vertex AI でベクトル検索を構築する実用的なデモ、ハンズオンラボで構成されています。

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What's inside

Syllabus

ベクトル検索とエンべディング
このコースでは、Vertex AI ベクトル検索を紹介し、エンべディングのための大規模言語モデル（LLM）API を組み込んだ検索アプリケーションを構築するために使用する方法を説明します。このコースは、ベクトル検索とテキスト エンベディングの概念の説明、Vertex AI でベクトル検索を構築する実用的なデモ、ハンズオンラボで構成されています。

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
このコースはVertex AI ベクトル検索の導入として最適で、エンベディングのための大規模言語モデル（LLM）API を組み込んだ検索アプリケーションの構築に使用できます。
ベクトル検索とテキスト エンベディングの概念に関する説明、Vertex AI でのベクトル検索の実践的なデモ、ハンズオンラボなど実践的な内容 शामिलされています。

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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 - 日本語版 with these activities:
Seek guidance from experts in vector search
Connect with experienced professionals to gain valuable insights.
Show steps
  • Identify potential mentors.
  • Reach out and introduce yourself.
Review vector search concepts
Refresh your knowledge of vector search concepts to prepare for the course.
Browse courses on Vector Search
Show steps
  • Review the basics of vector search.
  • Understand the different types of vector search algorithms.
Organize a study group for vector search
Engage with peers to reinforce concepts and provide support.
Show steps
  • Find like-minded individuals.
  • Establish regular meeting times.
Six other activities
Expand to see all activities and additional details
Show all nine activities
ベクトル検索アプリケーションの構築
Vertex AI を利用したベクトル検索アプリケーションの構築により、ベクトル検索の概念と実践的なスキルを身につけられます。
Browse courses on Vertex AI
Show steps
  • アプリケーションの要件を定義する。
  • Vertex AI ベクタ検索サービスをセットアップする。
  • データセットを収集してインデックスを作成する。
  • 検索クエリを実装する。
  • アプリケーションをデプロイしてテストする。
Follow Vertex AI vector search tutorials
Enhance your understanding by following hands-on tutorials provided by Vertex AI.
Show steps
  • Find official tutorials on the Vertex AI website.
  • Follow the instructions to build a basic vector search application.
Practice vector search queries
Complete exercises to reinforce your understanding of vector search queries.
Show steps
  • Use a vector search engine to perform simple queries.
  • Experiment with different query parameters.
  • Evaluate the results of your queries.
Participate in Kaggle competitions related to vector search
Challenge yourself and gain practical experience through Kaggle competitions.
Show steps
  • Find relevant Kaggle competitions.
  • Develop and submit solutions.
Develop a vector search application prototype
Build a basic prototype to solidify your understanding of vector search implementation.
Show steps
  • Design the architecture of your application.
  • Implement the vector search functionality.
  • Evaluate the performance of your application.
Contribute to an open-source vector search project
Contribute to the community while expanding your knowledge and skills.
Show steps
  • Find an open-source vector search project.
  • Identify an issue or feature to contribute to.

Career center

Learners who complete Vector Search and Embeddings - 日本語版 will develop knowledge and skills that may be useful to these careers:

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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
日本語
Good to know
このコースはVertex AI ベクトル検索の導入として最適で、エンベディングのための大規模言語モデル（LLM）API を組み込んだ検索アプリケーションの構築に使用できます。
ベクトル検索とテキスト エンベディングの概念に関する説明、Vertex AI でのベクトル検索の実践的なデモ、ハンズオンラボなど実践的な内容 शामिलされています。
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