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Vector Search and Embeddings - 日本語版
Google Cloud Training
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。
Register for this course and see more details by visiting:
OpenCourser.com/course/637aip/vector
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
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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Save Vector Search and Embeddings - 日本語版 to your list so you can find it easily later:
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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
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
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
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.
Seek guidance from experts in vector search
Show steps
Connect with experienced professionals to gain valuable insights.
Show steps
Show steps
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
Show steps
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
Show steps
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
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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:
For more career information including salaries, visit:
OpenCourser.com/course/637aip/vector
Reading list
We haven't picked any books for this reading list yet.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/637aip/vector
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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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