Serverless Machine Learning with Tensorflow on Google Cloud Platform 日本語版 from Coursera

この 1 週間の速習オンデマンドコースでは、Google Cloud Platform での機械学習モデルの設計と構築を実践しながら学びます。講義、デモ、ハンズオンラボを通して、機械学習（ML）と TensorFlow の概念を学習し、ML モデルの開発、評価、製品化の実践的なスキルを習得します。目標このコースでは、次のスキルについて学習します。 ● 機械学習のユースケースを理解する ● TensorFlow を使用して ML モデルを構築する ● Cloud ML を使用してスケーラブルでデプロイ可能な ML モデルを構築する ● 前処理と、複数の特徴を組み合わせることの重要性を理解する ● ML の高度な概念を ML モデルに組み込む ● トレーニング済みの ML モデルを製品化する受講要件このコースを最大限に活用するには、次の要件を満たしている必要があります。 ● Google Cloud Fundamentals - Big Data and Machine Learning コースを修了していること、または同等の経験があること ● SQL などの一般的なクエリ言語の基本的なスキルがあること ● データモデリング、抽出、変換、読み込みのアクティビティの経験があること ● Python などの一般的なプログラミング言語を使用したアプリケーションの開発経験があること ● 機械学習と統計に精通していること Google アカウントについての注意: • Google のサービスは、現在中国ではご利用いただけません。

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Explores machine learning models in Google Cloud Platform, which is used in many sectors like finance, retail, manufacturing, and healthcare

Builds on the Google Cloud Fundamentals - Big Data and Machine Learning course, which is a prerequisite for this one

Develops skills in understanding machine learning use cases, building ML models using TensorFlow, and using Cloud ML for scalable and deployable ML models

Taught by Google Cloud Training, which has a strong reputation in the field of cloud computing

Includes hands-on labs and interactive materials, which provides practical experience in building and deploying ML models

Reviews summary

Serverless ml with tensorflow on gcp

This course is a one-week, high-level overview of how to build machine learning models with Google Cloud Platform. It covers the basics, like how to use TensorFlow, as well as more advanced concepts like how to take a model to production. However, despite the hands-on labs to demonstrate what you learn, one reviewer complained that the content was difficult and that they encountered errors while using Qwicklabs.

There were errors in the Qwicklabs.

"...qwicklab での実践時にエラーが発生した．"

The concepts were difficult to understand.

"少し内容が難しいのと、..."

Career center

Learners who complete Serverless Machine Learning with Tensorflow on Google Cloud Platform 日本語版 will develop knowledge and skills that may be useful to these careers:

Machine Learning Engineer

Machine Learning Engineers are responsible for designing, developing, testing, and deploying machine learning models to solve business problems. They work with data scientists and other engineers to build and maintain machine learning systems. This course provides a comprehensive overview of the machine learning lifecycle, from data preparation to model deployment. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Machine Learning Engineer.

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Data Scientist

Data Scientists use their knowledge of mathematics, statistics, and computer science to extract insights from data. They work with businesses to identify problems that can be solved using machine learning and other data-driven techniques. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Data Scientist.

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Software Engineer

Software Engineers design, develop, and maintain software systems. They work with businesses to identify problems that can be solved using software. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Software Engineer.

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Cloud Architect

Cloud Architects design and manage cloud computing systems. They work with businesses to identify problems that can be solved using cloud computing. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Cloud Architect.

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Data Analyst

Data Analysts use their knowledge of mathematics, statistics, and computer science to extract insights from data. They work with businesses to identify problems that can be solved using data-driven techniques. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Data Analyst.

See salaries and explore the career path for Data Analyst

Business Analyst

Business Analysts use their knowledge of business and technology to identify and solve business problems. They work with businesses to identify problems that can be solved using data-driven techniques. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Business Analyst.

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Project Manager

Project Managers plan and execute projects. They work with teams of people to achieve project goals. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Project Manager.

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Product Manager

Product Managers plan and develop products. They work with teams of people to bring products to market. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Product Manager.

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Salesforce Administrator

Salesforce Administrators manage Salesforce systems. They work with teams of people to implement and maintain Salesforce systems. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Salesforce Administrator.

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Marketing Manager

Marketing Managers plan and execute marketing campaigns. They work with teams of people to promote products and services. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Marketing Manager.

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Financial Analyst

Financial Analysts use their knowledge of finance and economics to analyze financial data. They work with businesses to make investment decisions. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Financial Analyst.

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Customer Success Manager

Customer Success Managers work with customers to ensure that they are successful with their products and services. They work with teams of people to build relationships with customers and solve their problems. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Customer Success Manager.

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Technical Writer

Technical Writers write technical documentation. They work with teams of people to create user manuals, white papers, and other technical documents. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Technical Writer.

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Recruiter

Recruiters find and hire candidates for jobs. They work with teams of people to identify and attract qualified candidates. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Recruiter.

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Help Desk Analyst

Help Desk Analysts provide technical support to customers. They work with teams of people to resolve customer issues. This course provides a strong foundation in machine learning concepts and techniques. It also covers the TensorFlow framework, which is one of the most popular frameworks for developing machine learning models. By completing this course, you will gain the skills and knowledge necessary to become a successful Help Desk Analyst.

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Serverless Machine Learning with Tensorflow on Google Cloud Platform 日本語版

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