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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
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
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Create Image Captioning Models - 日本語版 with these
activities:
Review basics of computer vision
Show steps
Brush up on computer vision fundamentals to strengthen your understanding of image representation and processing, which are essential for image captioning.
Browse courses on
Computer Vision
Show steps
-
Read introductory materials on computer vision.
-
Complete online tutorials or courses on basic image processing techniques.
-
Practice solving problems and exercises related to computer vision.
Review principles of deep learning
Show steps
Review the concepts and algorithms of deep learning to strengthen your foundational understanding.
Browse courses on
Deep Learning
Show steps
-
Read introductory materials on deep learning.
-
Complete online tutorials or courses on deep learning fundamentals.
-
Practice solving problems and exercises related to deep learning.
Participate in peer review sessions
Show steps
Engage in peer review sessions to exchange feedback and insights on your understanding of image captioning concepts and your progress in implementing models.
Browse courses on
Image Captioning
Show steps
-
Form a study group or join an online forum.
-
Share your ideas and ask questions related to image captioning.
-
Provide constructive feedback to other participants on their understanding and implementations.
Five other activities
Expand to see all activities and additional details
Show all eight activities
Practice creating image captions
Show steps
Engage in exercises to practice creating image captions, improving your ability to generate descriptive and accurate text for images.
Browse courses on
Image Captioning
Show steps
-
Find a dataset of images and their corresponding captions.
-
Write captions for a subset of the images without looking at the original captions.
-
Compare your captions to the original captions and identify areas for improvement.
Build an image captioning model with TensorFlow
Show steps
Follow guided tutorials to build an image captioning model using TensorFlow, providing hands-on experience in implementing concepts learned in the course.
Browse courses on
Image Captioning
Show steps
-
Find a tutorial on building an image captioning model with TensorFlow.
-
Follow the tutorial step-by-step, implementing the model architecture and training process.
-
Test and evaluate the performance of your model.
Write a blog post on image captioning techniques
Show steps
Create a blog post that summarizes image captioning techniques, sharing your knowledge and insights with the wider community.
Browse courses on
Image Captioning
Show steps
-
Research and gather information on different image captioning techniques.
-
Write a draft of your blog post, explaining the concepts and algorithms involved.
-
Edit and refine your blog post for clarity and accuracy.
-
Publish your blog post on a relevant platform.
Develop an image captioning web application
Show steps
Create a web application that allows users to upload images and generate captions, demonstrating your mastery of image captioning techniques and web development skills.
Browse courses on
Image Captioning
Show steps
-
Design the architecture and user interface for your web application.
-
Integrate an image captioning model into your application.
-
Implement a user-friendly interface for uploading images and displaying captions.
-
Deploy your web application to a hosting platform.
Participate inKaggle competitions on image captioning
Show steps
Participate in Kaggle competitions on image captioning to challenge your skills, learn from others, and contribute to the field.
Browse courses on
Image Captioning
Show steps
-
Identify and register for a Kaggle competition focused on image captioning.
-
Develop and refine your image captioning model to improve its performance.
-
Submit your model and track your progress on the competition leaderboard.
Review basics of computer vision
Show steps
Brush up on computer vision fundamentals to strengthen your understanding of image representation and processing, which are essential for image captioning.
Browse courses on
Computer Vision
Show steps
Show steps
Show steps
- Read introductory materials on computer vision.
- Complete online tutorials or courses on basic image processing techniques.
- Practice solving problems and exercises related to computer vision.
Review principles of deep learning
Show steps
Review the concepts and algorithms of deep learning to strengthen your foundational understanding.
Browse courses on
Deep Learning
Show steps
Show steps
Show steps
- Read introductory materials on deep learning.
- Complete online tutorials or courses on deep learning fundamentals.
- Practice solving problems and exercises related to deep learning.
Participate in peer review sessions
Show steps
Engage in peer review sessions to exchange feedback and insights on your understanding of image captioning concepts and your progress in implementing models.
Browse courses on
Image Captioning
Show steps
Show steps
Show steps
- Form a study group or join an online forum.
- Share your ideas and ask questions related to image captioning.
- Provide constructive feedback to other participants on their understanding and implementations.
Five other activities
Expand to see all activities and additional details
Show all eight activities
Practice creating image captions
Show steps
Engage in exercises to practice creating image captions, improving your ability to generate descriptive and accurate text for images.
Browse courses on
Image Captioning
Show steps
Show steps
Show steps
- Find a dataset of images and their corresponding captions.
- Write captions for a subset of the images without looking at the original captions.
- Compare your captions to the original captions and identify areas for improvement.
Build an image captioning model with TensorFlow
Show steps
Follow guided tutorials to build an image captioning model using TensorFlow, providing hands-on experience in implementing concepts learned in the course.
Browse courses on
Image Captioning
Show steps
Show steps
Show steps
- Find a tutorial on building an image captioning model with TensorFlow.
- Follow the tutorial step-by-step, implementing the model architecture and training process.
- Test and evaluate the performance of your model.
Write a blog post on image captioning techniques
Show steps
Create a blog post that summarizes image captioning techniques, sharing your knowledge and insights with the wider community.
Browse courses on
Image Captioning
Show steps
Show steps
Show steps
- Research and gather information on different image captioning techniques.
- Write a draft of your blog post, explaining the concepts and algorithms involved.
- Edit and refine your blog post for clarity and accuracy.
- Publish your blog post on a relevant platform.
Develop an image captioning web application
Show steps
Create a web application that allows users to upload images and generate captions, demonstrating your mastery of image captioning techniques and web development skills.
Browse courses on
Image Captioning
Show steps
Show steps
Show steps
- Design the architecture and user interface for your web application.
- Integrate an image captioning model into your application.
- Implement a user-friendly interface for uploading images and displaying captions.
- Deploy your web application to a hosting platform.
Participate inKaggle competitions on image captioning
Show steps
Participate in Kaggle competitions on image captioning to challenge your skills, learn from others, and contribute to the field.
Browse courses on
Image Captioning
Show steps
Show steps
Show steps
- Identify and register for a Kaggle competition focused on image captioning.
- Develop and refine your image captioning model to improve its performance.
- Submit your model and track your progress on the competition leaderboard.
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
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 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 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 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 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 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 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 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
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 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 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
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
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 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
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.
For more career information including salaries, visit:
OpenCourser.com/course/xrpi3m/create
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.
Save
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。
Save
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。
Save
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。
Save
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。
For more information about how these books relate to this course, visit:
OpenCourser.com/course/xrpi3m/create
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Level
Advanced
Via
Coursera
Institution
Google Cloud
Instructor
Google Cloud Training
Language
日本語
Good to know
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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