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Create Image Captioning Models - 日本語版

Google Cloud Training

このコースでは、ディープ ラーニングを使用して画像キャプション生成モデルを作成する方法について学習します。エンコーダやデコーダなどの画像キャプション生成モデルのさまざまなコンポーネントと、モデルをトレーニングして評価する方法を学びます。このコースを修了すると、独自の画像キャプション生成モデルを作成し、それを使用して画像のキャプションを生成できるようになります。

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What's inside

Syllabus

画像キャプション生成モデル: 概要
このモジュールでは、ディープ ラーニングを使用して画像キャプション生成モデルを作成する方法について学習します。エンコーダやデコーダなどの画像キャプション生成モデルのさまざまなコンポーネントと、モデルをトレーニングして評価する方法を学びます。このモジュールを修了すると、独自の画像キャプション生成モデルを作成し、それを使用して画像のキャプションを生成できるようになります。

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Tailored for aspiring deep learning practitioners, providing foundational knowledge and practical skills in image captioning
Offered by Google Cloud Training, a renowned provider in cloud computing and artificial intelligence
Provides a comprehensive overview of image captioning models, their components, and training techniques
Empowers learners to develop and implement their own image captioning models
Suitable for individuals with a background in deep learning or related fields
Course materials are in Japanese, which may limit accessibility for non-Japanese speakers

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Activities

Coming soon We're preparing activities for Create Image Captioning Models - 日本語版. These are activities you can do either before, during, or after a course.

Career center

Learners who complete Create Image Captioning Models - 日本語版 will develop knowledge and skills that may be useful to these careers:
Data Scientist
Data Scientist play a vital role in the process of developing and deploying artificial intelligence models, including image captioning models. This course can help you build a foundation in deep learning and image captioning, which are essential skills for Data Scientists. By taking this course, you will gain the knowledge and skills needed to create your own image captioning models and use them to solve real-world problems.
Machine Learning Engineer
Machine Learning Engineers are responsible for designing, developing, and deploying machine learning models, including image captioning models. This course can help you build a foundation in deep learning and image captioning, which are essential skills for Machine Learning Engineers. By taking this course, you will gain the knowledge and skills needed to create your own image captioning models and use them to solve real-world problems.
Computer Vision Engineer
Computer Vision Engineers are responsible for designing, developing, and deploying computer vision systems, including image captioning systems. This course can help you build a foundation in deep learning and image captioning, which are essential skills for Computer Vision Engineers. By taking this course, you will gain the knowledge and skills needed to create your own image captioning systems and use them to solve real-world problems.
Artificial Intelligence Engineer
Artificial Intelligence Engineers are responsible for designing, developing, and deploying artificial intelligence systems, including image captioning systems. This course can help you build a foundation in deep learning and image captioning, which are essential skills for Artificial Intelligence Engineers. By taking this course, you will gain the knowledge and skills needed to create your own image captioning systems and use them to solve real-world problems.
Software Engineer
Software Engineers are responsible for designing, developing, and deploying software applications, including image captioning applications. This course can help you build a foundation in deep learning and image captioning, which are essential skills for Software Engineers. By taking this course, you will gain the knowledge and skills needed to create your own image captioning applications and use them to solve real-world problems.
Data Analyst
Data Analysts are responsible for collecting, cleaning, and analyzing data to identify trends and patterns. They may also use data to develop machine learning models, including image captioning models. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Data Analysts who want to specialize in machine learning or artificial intelligence. By taking this course, you will gain the knowledge and skills needed to create your own image captioning models and use them to solve real-world problems.
Research Scientist
Research Scientists are responsible for conducting research in a variety of fields, including deep learning and image captioning. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Research Scientists who want to specialize in these areas. By taking this course, you will gain the knowledge and skills needed to conduct your own research in deep learning and image captioning.
Product Manager
Product Managers are responsible for managing the development and launch of new products, including image captioning products. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Product Managers who want to specialize in artificial intelligence or machine learning. By taking this course, you will gain the knowledge and skills needed to understand the technical aspects of image captioning products and to make informed decisions about their development and launch.
Consultant
Consultants provide advice to businesses on a variety of topics, including artificial intelligence and machine learning. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Consultants who want to specialize in these areas. By taking this course, you will gain the knowledge and skills needed to understand the technical aspects of image captioning and to make informed recommendations to clients.
Business Analyst
Business Analysts are responsible for analyzing business processes and identifying opportunities for improvement. They may also use data to develop machine learning models, including image captioning models. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Business Analysts who want to specialize in artificial intelligence or machine learning. By taking this course, you will gain the knowledge and skills needed to understand the business value of image captioning and to make informed decisions about its use.
Technical Writer
Technical Writers are responsible for writing technical documentation, such as user manuals and white papers. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Technical Writers who want to specialize in writing about these topics. By taking this course, you will gain the knowledge and skills needed to write clear and concise documentation on image captioning.
Journalist
Journalists are responsible for reporting on current events and issues. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Journalists who want to report on these topics. By taking this course, you will gain the knowledge and skills needed to understand the technical aspects of image captioning and to write informed articles about its use.
Teacher
Teachers are responsible for educating students in a variety of subjects, including computer science and artificial intelligence. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Teachers who want to teach these subjects. By taking this course, you will gain the knowledge and skills needed to develop and deliver engaging lessons on image captioning.
Science Writer
Science Writers are responsible for writing about scientific topics for a general audience. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Science Writers who want to write about these topics. By taking this course, you will gain the knowledge and skills needed to write engaging and informative articles on image captioning.
Lawyer
Lawyers are responsible for representing clients in legal matters. This course can help you build a foundation in deep learning and image captioning, which may be helpful for Lawyers who want to specialize in intellectual property law or technology law. By taking this course, you will gain the knowledge and skills needed to understand the legal implications of image captioning and to advise clients on these matters.

Reading list

We've selected six books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Create Image Captioning Models - 日本語版.
この本は、ディープラーニングの基礎から最先端の研究までを網羅した標準的な教科書です。画像キャプション生成の章もあります。
この論文は、生成モデルの学習に使用される変分オートエンコーダーを提案しています。このコースで学習したモデルの生成プロセスを理解するのに役立ちます。
この本は、コンピュータビジョンの基礎から最先端の研究までを網羅した標準的な教科書です。画像キャプション生成に関連するコンピュータビジョンの技術についても触れられています。
この本は、自然言語処理の基礎から最先端の研究までを網羅した標準的な教科書です。画像キャプション生成に関連する自然言語処理の技術についても触れられています。
この本は、コンピュータビジョンの基礎から最先端の研究までを網羅した標準的な教科書です。画像キャプション生成に関連するコンピュータビジョンの技術についても触れられています。
認知神経科学の基礎から応用までを網羅した一冊です。画像キャプション生成における人間の認知プロセスの理解に役立ちます。

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