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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ベクトル検索とエンべディングの実践的入門
コースコンテンツの日本語訳が自然で理解しやすい。
大規模言語モデルAPIとの連携方法も学べる。
ベクトル検索とエンべディングの基礎概念が理解しやすい。
Vertex AIでのベクトル検索実装をハンズオンで体験できる。
Activities
Seek guidance from experts in vector search
Show steps
Connect with experienced professionals to gain valuable insights.
Show steps
-
Identify potential mentors.
-
Reach out and introduce yourself.
Review vector search concepts
Show steps
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
Show steps
Engage with peers to reinforce concepts and provide support.
Show steps
-
Find like-minded individuals.
-
Establish regular meeting times.
Six other activities
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ベクトル検索アプリケーションの構築
Show steps
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。
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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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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.
Seek guidance from experts in vector search
Show steps
Connect with experienced professionals to gain valuable insights.
Show steps
- Identify potential mentors.
- Reach out and introduce yourself.
Review vector search concepts
Show steps
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
Show steps
Engage with peers to reinforce concepts and provide support.
Show steps
- Find like-minded individuals.
- Establish regular meeting times.
ベクトル検索アプリケーションの構築
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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.
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