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Professional Data Engineer on Google Cloud Platform

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Test Number : Google-PDE
Test Name : Professional Data Engineer on Google Cloud Platform
Vendor Name : Google
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A Professional Data Engineer enables data-driven decision making by collecting, transforming, and publishing data. A Data Engineer should be able to design, build, operationalize, secure, and monitor data processing systems with a particular emphasis on security and compliance; scalability and efficiency; reliability and fidelity; and flexibility and portability. A Data Engineer should also be able to leverage, deploy, and continuously train pre-existing machine learning models.

The Professional Data Engineer test assesses your ability to:
- Design data processing systems
- Build and operationalize data processing systems
- Operationalize machine learning models
- Ensure solution quality

1. Designing data processing systems
1.1 Selecting the appropriate storage technologies. Considerations include:
- Mapping storage systems to business requirements
- Data modeling
- Tradeoffs involving latency, throughput, transactions
- Distributed systems
- Schema design

1.2 Designing data pipelines. Considerations include:
- Data publishing and visualization (e.g., BigQuery)
- Batch and streaming data (e.g., Cloud Dataflow, Cloud Dataproc, Apache Beam, Apache Spark and Hadoop ecosystem, Cloud Pub/Sub, Apache Kafka)
- Online (interactive) vs. batch predictions
- Job automation and orchestration (e.g., Cloud Composer)

1.3 Designing a data processing solution. Considerations include:
- Choice of infrastructure
- System availability and fault tolerance
- Use of distributed systems
- Capacity planning
- Hybrid cloud and edge computing
- Architecture options (e.g., message brokers, message queues, middleware, service-oriented architecture, serverless functions)
- At least once, in-order, and exactly once, etc., event processing

1.4 Migrating data warehousing and data processing. Considerations include:
- Awareness of current state and how to migrate a design to a future state
- Migrating from on-premises to cloud (Data Transfer Service, Transfer Appliance, Cloud Networking)
- Validating a migration

2. Building and operationalizing data processing systems
2.1 Building and operationalizing storage systems. Considerations include:
- Effective use of managed services (Cloud Bigtable, Cloud Spanner, Cloud SQL, BigQuery, Cloud Storage, Cloud Datastore, Cloud Memorystore)
- Storage costs and performance
- Lifecycle management of data

2.2 Building and operationalizing pipelines. Considerations include:
- Data cleansing
- Batch and streaming
- Transformation
- Data acquisition and import
- Integrating with new data sources

2.3 Building and operationalizing processing infrastructure. Considerations include:
- Provisioning resources
- Monitoring pipelines
- Adjusting pipelines
- Testing and quality control

3. Operationalizing machine learning models
3.1 Leveraging pre-built ML models as a service. Considerations include:
- ML APIs (e.g., Vision API, Speech API)
- Customizing ML APIs (e.g., AutoML Vision, Auto ML text)
- Conversational experiences (e.g., Dialogflow)

3.2 Deploying an ML pipeline. Considerations include:
- Ingesting appropriate data
- Retraining of machine learning models (Cloud Machine Learning Engine, BigQuery ML, Kubeflow, Spark ML)
- Continuous evaluation

3.3 Choosing the appropriate training and serving infrastructure. Considerations include:
- Distributed vs. single machine
- Use of edge compute
- Hardware accelerators (e.g., GPU, TPU)

3.4 Measuring, monitoring, and troubleshooting machine learning models. Considerations include:
- Machine learning terminology (e.g., features, labels, models, regression, classification, recommendation, supervised and unsupervised learning, evaluation metrics)
- Impact of dependencies of machine learning models
- Common sources of error (e.g., assumptions about data)

4. Ensuring solution quality
4.1 Designing for security and compliance. Considerations include:
- Identity and access management (e.g., Cloud IAM)
- Data security (encryption, key management)
- Ensuring privacy (e.g., Data Loss Prevention API)
- Legal compliance (e.g., Health Insurance Portability and Accountability Act (HIPAA), Children's Online Privacy Protection Act (COPPA), FedRAMP, General Data Protection Regulation (GDPR))

4.2 Ensuring scalability and efficiency. Considerations include:
- Building and running test suites
- Pipeline monitoring (e.g., Stackdriver)
- Assessing, troubleshooting, and improving data representations and data processing infrastructure
- Resizing and autoscaling resources

4.3 Ensuring reliability and fidelity. Considerations include:
- Performing data preparation and quality control (e.g., Cloud Dataprep)
- Verification and monitoring
- Planning, executing, and stress testing data recovery (fault tolerance, rerunning failed jobs, performing retrospective re-analysis)
- Choosing between ACID, idempotent, eventually consistent requirements

4.4 Ensuring flexibility and portability. Considerations include:
- Mapping to current and future business requirements
- Designing for data and application portability (e.g., multi-cloud, data residency requirements)
- Data staging, cataloging, and discovery

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Google Chrome clients can also quickly be able to get an edited PDF without workarounds, according to these days spotted alterations within the Chromium Gerrit. The exchange, as is implied, facilities round Chrome's constructed-in PDF Viewer. And the commit itself is relatively simple. namely, it points to the addition of "UI to down load edited PDF."

That includes the addition of an "action menu" that gives options to down load either an edited or the usual PDF. The menu is never going to be activated via default notwithstanding. So users may not see it each time. in its place, the enterprise is surroundings the tool as much as handiest display the menu if there are edits to the doc. The "SaveEditedPDFForm" function also needs to be enabled.

That latter requirement doubtless refers to a flag to be delivered in the Chromium Gerrit for checking out. And, later on, that can be swapped out to consult with a surroundings in the PDF Viewer's settings. but it is never immediately clear even if that is the case.

So what, exactly, is this PDF Viewer down load change?

by using comparison to how the PDF Viewer function at present works in Chrome, the skill to get an edited doc is never thoroughly new. truly, it be already fantastically convenient to achieve. particularly, users should load up the "Print" UI in its place of tapping the down load button. Then, they deserve to select the option to "print" the doc as a PDF. That saves the PDF in its existing kind, edits and all.

but clicking on the down load will only get the common documents, with out the edits being represented.

That makes the current function a bit of counterintuitive. The expectation can be that the 'existing' generation of a given doc, PDF or otherwise, would be downloaded at a click on. now not some past edition of the document that's no longer visible. it truly is, in a nutshell, how comfortably every document-modifying program works, even if it truly is for PDFs or different file types.

The disparity has existed in Chrome on account that the PDF Viewer become first added to the code. So this will undoubtedly be a welcome exchange from the consumer standpoint. specifically with more clients working or researching from domestic than ever before.

This is never the simplest accurate alternate noticed on its technique to Chrome's PDF Viewer

Now, Google is also making just a few other alterations to the manner Chrome handles PDFs in a bid to carry some consistency between its web app adventure and that found on ordinary systems. as an example, Googlers are presently testing the rollout of a two-page view.

As anticipated, a two-web page view lets users see more than one page of a PDF directly. like the new saving characteristic, for you to most likely increase productiveness, youngsters the get function is most likely extra concentrated on improving intuitiveness and usefulness.

That previous test feature is additionally handiest performing in beta editions of Chrome, leaving Chrome OS out in the meanwhile until users are inclined to installation a more buggy variant of the OS. a similar route will absolutely be adopted with the new get feature. And, as with most points in Chrome, with a purpose to doubtless be tucked at the back of flags, to begin with. however these haven't been introduced just yet.

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