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Exam Number : Google-PDE
Exam 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 exam 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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the way to use Google Meet: brief and easy video conferences | Killexams.com Resources

The magnitude of video conferencing utility has extended exponentially in the past couple of years, and some of the top of the line options round is Google Meet. The application replaces old products like Duo and Hangouts Meet, but it surely works just a little in another way and has particular points for extra superior clients.

So, how do you use Google Meet, and what special elements does it offer? preserve practicing for a complete primer and a number of Chrome extension thoughts to increase the experience.

short answer

to make use of Google Meet, check in to your Google account and go to fulfill.google.com. that you could invite others to a gathering room or attend a gathering set up by way of somebody else. All you need is a microphone and an non-compulsory webcam. Meet is additionally integrated into different Google items like Gmail and Google workplace.


what is Google Meet?

Google Meet (in the past known as Google Hangouts Meet), is a enterprise-concentrated video conferencing device developed via Google. together with Google Chat, it replaces Google Hangouts video chats and adds some facets for enterprise use.

those commercial enterprise points are terrific for small and massive corporations, however Google Meet is also a well-liked alternative for faculties. when you consider that many faculty districts within the US have already invested in Chromebooks and Google Workspace (formerly G Suite) apps, Meet is a herbal fit that covers most school room wants natively.

After spending the stronger a part of a year absolutely overshadowed by Zoom, Google Meet unlocked many paid facets for gratis users all the way through the coronavirus stay-at-home order, which made it surge in recognition. It nonetheless doesn’t have as gigantic a consumer base as some of its opponents, however continues to be starting to be and including aspects.

Is Google Meet free?

Google Meet is free for all and sundry however with limitations. at no cost users, meeting durations are restricted to 1 hour, with a highest of one hundred participants. 1:1 conferences are additionally extended to 24 hours highest, which is notable information for households looking for a Skype option.

For Google Workspace individual users, these limits are bumped up considerably. meeting durations jump as much as 24 hours with 100 participants. It additionally provides a couple of positive company elements, like saving assembly recordings to Google drive, domestic and international name-ins, and 24/7 client support.

Google Workspace enterprise clients get much more, with the equal 24-hour meeting restrict however with a highest of 500 contributors. different brilliant features like clever noise cancelation and a bunch of protection facets are additionally introduced.

a way to use Google Meet

The respectable information for those switching from WebEx or Zoom is that Meet is very convenient to use. Like most Google Workspace apps, it’s designed for simplicity, and you can find out how to use Google Meet in less than an hour.

We’ve damaged down the main things you should know beneath, from starting or joining a meeting to sharing your display or other supplies.

the way to birth or join a gathering

the first issue you deserve to learn is the way to delivery a meeting, and thankfully with Google Meet, it’s effortless as may also be. All you need is a Google account and cyber web entry.

listed here are all of the tips on how to start a meeting from distinct contraptions:

  • Browser: Go to https://meet.google.com/ and click New meeting, then follow the steps to set one up.
  • Gmail: click on start a gathering from the menu on the left (browser handiest).
  • Smartphone: download and open the Google Meet app, then click on New assembly.
  • When beginning a meeting, you're going to automatically generate a hyperlink for different contributors to be part of. All you need to do is send them the hyperlink, and they can be part of instantly. links will even be sent to any one who is invited to a meeting adventure that’s been scheduled in Google Calendar or Gmail. members may wish to be authorised to the meeting by way of the host, so keep an eye fixed out for notifications.

    With the loss of life of Google Duo, some of these elements have now been migrated into Meet. certainly one of them is being in a position to name any of your mobile contacts from inner Meet. This capacity you don’t need to installation any Meet conferences in the past.

    joining a meeting is even more convenient than starting one. In each and every of the places listed above, there's an choice to be part of meeting correct subsequent to the alternative to beginning one. that you can enter the assembly code there or simply click the hyperlink despatched over with the aid of the meeting host. It’s definitely that easy.

    you could additionally use Google Meet’s companion Mode to be a part of a name with two instruments simultaneously.

    Customizing your settings

    Google Meet tiled view


    when you’ve created or joined your assembly, it’s time to learn the way to make use of Google Meet settings and customization points. Which features can be found depends on no matter if or now not you have got a paying Google Workspace account, however there are many things which you could do with a free account too.

    one of the vital vital settings for video conferences is how you display the participants. by means of default, it’s set to Auto and should automatically opt for the ultimate design depending on how many contributors there are and the way many individuals are speakme.

    different screen alternatives
  • Tiled: indicates up to sixteen participants in small tiles or fewer individuals in a sidebar if a person is presenting.
  • highlight: The presentation or active speaker fills the window.
  • Sidebar: The presentation or active speaker is within the core, with smaller tiles on the side for different members.
  • apart from this, which you could also pin a participant in order that they always appear within the middle of your monitor. assembly creators can also mute members, which works independently from self-mutes. For privacy reasons, no one apart from the participant themselves can unmute their personal mic if self-muted. call-in individuals can mute or unmute themselves by way of getting into *6 on the dial pad. additionally, if you can also solid a Google Meet to a compatible monitor or Chromecast if you desire.

    live captioning

    one of the coolest points of Google Meet is reside captioning. simply hit the turn on captions button at the bottom of the display, and Google will generate closed captions for whoever is speaking. It’s blanketed in the free plan as neatly, so any person can use it. note that here's currently simplest obtainable in English, and the captions don’t get saved if the assembly is recorded.

    how to existing and chat in Google Meet

    video conference


    Video conferences are a good method to speak with colleagues, but you’ll deserve to existing whatever at some element. Like most video conferencing utility, it’s fairly convenient to learn how to make use of Google Meet for shows, and it has a couple of extra alternatives because of its integration with Chrome.

    Sharing your monitor

    To share your reveal, all you need to do is click the current Now button at the backside of the screen. that you can then choose to share your total monitor, a single window, or a single Chrome tab. in case you want to reveal a video or animation, Google recommends sharing just a Chrome tab for the most effective efficiency.

    that you may swap to a special Chrome tab via clicking exchange source on the backside of the web page or stop sharing by using clicking stop proposing.

    if you don’t need to share your display or interrupt the presentation by speakme, you could also take advantage of the chat alternative. simply click the small chat icon within the upper appropriate, enter your message, and click on send. here's a pretty good approach to enter questions for a brain dumpsmp;A session or share links to Google doctors for assembly notes or other supplies.

    Google Meet Chrome extensions

    Google Meet has many tremendous built-in facets, but that you would be able to get much more carried out by using installation a couple of Chrome Extensions. most likely, this best works on Google Chrome, but when you’re the use of Meet from a Chromebook, laptop, or computer, here is likely how you’re the usage of the platform anyway.

    Google Meet Enhancement Suite

    certainly one of their favorites is Google Meet Enhancement Suite, which provides plenty greater points to the platform. The free edition contains alternate options for push-to-speak, auto-muting, quick depart shortcuts, and more. there's a paid “seasoned” edition with other exquisite elements like graphic-in-image and an all-mute button.

    if you don’t need so many aspects, one more awesome option is Google Meet Push To talk. It makes it so that urgent the spacebar will unmute your mic, so you don’t must be anxious about embarrassing yourself in entrance of colleagues or classmates. Meet Mute does whatever an identical however is somewhat extra cumbersome to deploy.

    Breakout Rooms

    an additional splendid extension for lecture rooms is Google Meet Breakout Rooms. It allows you to use the standard Zoom characteristic Breakout Rooms, which sets up separate conferences for smaller corporations. The service has considering introduced this feature for very nearly all paying Google Workspace users (together with education plans), however every person else can nonetheless use the extension.

    Google Meet hardware

    There are a couple of products made in particular with Google Meet in mind. they're supposed to be used in a proper assembly room, so they’re aimed essentially at groups and elevate a value tag to suit.

    the first dedicated Meet hardware was launched by ASUS again in can also 2020 and lines a couple of contraptions for the meeting room. There’s a fundamental Chrome OS desktop system to run the calls, a touchscreen or far flung to control them, an ultrawide UHD camera, and a speaker mic. These kits run for $2,000 or extra, reckoning on the setup you need.

    sequence One

    Google has also released its own Meet hardware called sequence One, which can be considered within the video above. Made in partnership with Lenovo, the lineup comprises a simple laptop device, a smart soundbar, a 4K digicam in a position to panning and zooming, a touch manage monitor and remote, and mic pods.

    As you could predict, most of the most effective facets of this hardware are utility-based mostly, just like the digicam panning and zooming to instantly body contributors and the soundbar the use of beam-forming microphones to method each and every participant’s voice one at a time. It’s obtainable in three kits for distinct room sizes, costing $2,700, $three,000, and $4,000, respectively.


    Does Google Meet work on iPads and iPhones? Does Google Meet have breakout rooms?

    yes. The provider has brought breakout rooms for paying Google Workspace users. if you’re not an energetic subscriber, that you can nevertheless use extensions like this one.

    Is Google Meet the identical as Hangouts? What about Duo?

    Meet has now fully replaced Hangouts and Duo.

    Can Google Meet meetings be recorded?

    sure, however conferences can most effective be recorded by using paying Google Workspace subscribers. This comprises all educational plans. Recordings are immediately saved to Google power.

    Is Google Meet better than Zoom? What are the alterations?

    Meet is lacking a number of key points that Zoom has had for ages, but both are high-quality alternate options for video conferencing.

    Is Google Meet secure and relaxed?

    sure. conferences are encrypted by way of default on each laptop and cellular apps, and you'll add passwords to meetings to evade Zoombombing incidents. Like different Google Workspace apps, all of your statistics is yours and should now not be used or sold to third parties.

    do you need a Google account to make use of Google Meet?

    if you're the host, then you definately want a Google account to installation the assembly and generate the invite code. despite the fact, when you are the one being invited to a gathering, then you don’t need a Google account. that you can attend the meeting using any e-mail carrier.

    Is Google Meet HIPAA compliant?

    in line with guide documentation, all Google Workspace apps, together with Meet, are HIPAA compliant. however, administrators must have a Google Workspace subscription and signal a enterprise associate settlement (BAA).


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