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In order to survive better in society, we must understand the requirements of society for us. In addition to theoretical knowledge, we need more practical skills. After we use Professional-Data-Engineer日本語 practice guide, we can get the certification faster, which will greatly improve our competitiveness. Of course, your gain is definitely not just a certificate. Our study materials will change your working style and lifestyle. You will work more efficiently than others. Professional-Data-Engineer日本語 training materials: Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) can play such a big role. What advantages does it have? You can spend a few minutes looking at the following introduction.
Operationalize ML Models
- Leverage Pre-Built Machine Learning Models as a Service: It covers one’s knowledge and skills in customizing machine learning APIs, including Auto ML text and Auto ML Vision. It also covers the conversational experiences, such as Dialogflow as well as machine learning APIs, including Speech API and Vision API;
- Deploy Machine Learning Pipelines: This objective requires your competence in ingesting relevant data, continuous evaluation, and retraining of ML models (Kuberflow, BigQuery Machine Learning, Cloud Machine Learning Engine, and Spark Machine Learning);
- Select the Relevant Training & Service Infrastructure: The consideration for this topic includes distributed versus single machine, hardware accelerators (such as TPU and GPU), and edge compute usage;
- Measure, Troubleshoot & Monitor Machine Learning Models: The focus of this subtopic includes the effect of dependencies on machine learning models. It will also measure the examinees’ understanding of machine learning terminologies, such as features, regression, labels, classification, models, recommendation, evaluation metrics, and unsupervised & supervised learning. Moreover, it will also assess their knowledge of common sources of error such as assumptions regarding data.
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Career Path
Completing the exam associated with the Google Professional Data Engineer certification provides you with a great validation of your skills in designing, building, operationalizing, securing, and monitoring data processing systems. The job roles that you can take up after getting certified include a Google Cloud Data Engineer, an Operations Engineer, a Cloud Infrastructure Engineer, a DevOps Infrastructure Engineer, a Cloud Database Engineer, a Google Cloud IAM Engineer, a DataOps Engineer, a Big Data Engineer, a Google Cloud Platform Data Architect, and more. The average salary that you can expect to earn with this certificate is around $125,550 per year. However, the real remuneration will depend on a specific job title, location of an individual, and his/her working experience.
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What is the duration, language, and format of Google Professional Data Engineer Exam
- Format: Multiple choices, multiple answers
- Language: English (U.S.), Japanese, Spanish, and Portuguese
- Cost: $200
- Number of Questions: 50-60
- Length of Examination: 120 minutes
- Passing score: 80%
Reference: https://cloud.google.com/certification/data-engineer
Google Professional-Data-Engineer日本語 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Operationalizing machine learning models | 26% | - ML pipeline integration
|
| Topic 2: Designing data processing systems | 22% | - Data architecture and storage design
|
| Topic 3: Building and operationalizing data processing systems | 24% | - Data ingestion and integration
|
| Topic 4: Ensuring solution quality | 28% | - Security and governance
|
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