- Exam Code: Professional-Data-Engineer
- Exam Name: Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)
- Certification Provider: Google
- Corresponding Certification:Google Cloud Certified
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Data Engineering on Google Cloud course
It is a 4-day course that gives hands-on experience to the candidates and allows them to build data processing systems on Google Cloud. It will also show you how to design data processing systems, analyze data and build end-to-end data pipelines and machine learning. In order to get a better understanding of the course, you need to complete the big data machine learning course or get equivalent experience. This course also aids you in developing applications using a programming language such as Python and covers the following objective:
- Influencing unstructured data using ML APIs on Cloud Dataproc
- Designing and building data processing systems on the Google Cloud Platform
- Predicting machine models using TensorFlow and Cloud ML
- Processing batch and streaming data by using autoscaling data pipelines on Cloud Dataflow
- Enable insights from streaming data
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Operationalizing Machine Learning Models
Here the candidates need to demonstrate their expertise in using pre-built Machine Learning models as a service, including Machine Learning APIs (for instance, Speech API, Vision API, etc.), customizing Machine Learning APIs (for instance, Auto ML text, AutoML Vision, etc.), conversational experiences (for instance, Dialogflow). The applicants should also have the skills in deploying the Machine Learning pipeline. This involves the ability to ingest relevant data, perform retraining of machine learning models (BigQuery ML, Cloud Machine Learning Engine, Spark ML, Kubeflow), as well as execute continuous evaluation. Additionally, the students should be able to choose the relevant training & serving infrastructure as well as know how to fulfill measuring, monitoring, and troubleshooting of Machine Learning models.
This course will show you how to manage big data including loading, extracting, cleaning, and validating data. At the end of the training, you can easily create machine learning and statistical models as well as visualizing query results. This program is a bit lengthy but you have to practice well to get the knowledge needed on the actual exam. These are the following modules covered in the course:
- Introduction to Data Engineering
- Introduction to Building Batch Data Pipelines
- Creating a Data Lake
- Cloud Dataflow Streaming Features
- Introduction to Processing Streaming Data
- Performing Spark on Cloud Dataproc
- Building a Data Warehouse
- Custom Model building Utilizing Cloud AutoML
- Serverless Data Processing with Cloud Dataflow
- Production ML Pipelines and use of Kubeflow
- Bigtable Streaming Features and High-Throughput BigQuery
- Handling Data Pipelines with Cloud Composer and Cloud Data Fusion
- Advanced BigQuery Performance and Functionality
- Prebuilt ML Models APIs for Unsaturated Data
- Serverless Messaging Using Cloud Sub/Pub
- Big Data Analytics with Cloud Al Platform Notebook
- Custom Model building Using SQL in BigQuery ML
These modules involve everything the candidate requires for passing the Professional Data Engineer certification exam. Thus, you will not miss anything if you are taking this learning program keenly and apply the required knowledge in an appropriate way. You would end up getting a good score and achieving the Google Professional Data Engineer certification.
Reference: https://cloud.google.com/certification/data-engineer
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Google Cloud Big Data & Machine Learning Fundamentals course
This course is a gateway to introduce you to Google Cloud's big data and different machine learning functions. However, to successfully pass this training, you have to attain one year of experience in SQL, extract transform, data modeling, machine learning, programming in Python, and load activities. So, the objectives of the course are the following:
- Create ML models using BigQuery ML, APIs, and AutoML.
- Utilize Cloud SQL & Dataproc to migrate existing MySQL, Pig, Spark, or Hive workloads to Google Cloud
- Recognize the purpose of the key Big data and Machine Learning products in Google Cloud
- Hire BigQuery and Cloud SQL for interactive data analysis
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