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Microsoft DP-100 : Designing and Implementing a Data Science Solution on Azure Exam

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Test Number : DP-100
Test Name : Designing and Implementing a Data Science Solution on Azure
Vendor Name : Microsoft
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DP-100 test Format | DP-100 Course Contents | DP-100 Course Outline | DP-100 test Syllabus | DP-100 test Objectives


Set up an Azure Machine Learning workspace (30-35%)
Create an Azure Machine Learning workspace
• create an Azure Machine Learning workspace
• configure workspace settings
• manage a workspace by using Azure Machine Learning Studio
Manage data objects in an Azure Machine Learning workspace
• register and maintain data stores
• create and manage datasets
Manage experiment compute contexts
• create a compute instance
• determine appropriate compute specifications for a training workload
• create compute targets for experiments and training

Run experiments and train models (25-30%)
Create models by using Azure Machine Learning Designer
• create a training pipeline by using Designer
• ingest data in a Designer pipeline
• use Designer modules to define a pipeline data flow
• use custom code modules in Designer
Run training scripts in an Azure Machine Learning workspace
• create and run an experiment by using the Azure Machine Learning SDK
• consume data from a data store in an experiment by using the Azure Machine Learning
SDK
• consume data from a dataset in an experiment by using the Azure Machine Learning
SDK
• choose an estimator
Generate metrics from an experiment run
• log metrics from an experiment run
• retrieve and view experiment outputs
• use logs to troubleshoot experiment run errors
Automate the model training process
• create a pipeline by using the SDK
• pass data between steps in a pipeline
• run a pipeline
• monitor pipeline runs

Optimize and manage models (20-25%)
Use Automated ML to create optimal models
• use the Automated ML interface in Studio
• use Automated ML from the Azure ML SDK
• select scaling functions and pre-processing options
• determine algorithms to be searched
• define a primary metric
• get data for an Automated ML run
• retrieve the best model
Use Hyperdrive to rune hyperparameters
• select a sampling method
• define the search space
• define the primary metric
• define early termination options
• find the model that has optimal hyperparameter values
Use model explainers to interpret models
• select a model interpreter
• generate feature importance data
Manage models
• register a trained model
• monitor model history
• monitor data drift

Deploy and consume models (20-25%)
Create production compute targets
• consider security for deployed services
• evaluate compute options for deployment
Deploy a model as a service
• configure deployment settings
• consume a deployed service
• troubleshoot deployment container issues
Create a pipeline for batch inferencing
• publish a batch inferencing pipeline
• run a batch inferencing pipeline and obtain outputs
Publish a Designer pipeline as a web service
• create a target compute resource
• configure an Inference pipeline
• consume a deployed endpoint

Set up an Azure Machine Learning workspace (30-35%)
Create an Azure Machine Learning workspace
• create an Azure Machine Learning workspace
• configure workspace settings
• manage a workspace by using Azure Machine Learning sStudio
Manage data objects in an Azure Machine Learning workspace
• register and maintain data stores
• create and manage datasets
Manage experiment compute contexts
• create a compute instance
• determine appropriate compute specifications for a training workload
• create compute targets for experiments and training

Run experiments and train models (25-30%)
Create models by using Azure Machine Learning Designer
• create a training pipeline by using Azure Machine Learning Ddesigner
• ingest data in a Designer designer pipeline
• use Designer designer modules to define a pipeline data flow
• use custom code modules in Designer designer
Run training scripts in an Azure Machine Learning workspace
• create and run an experiment by using the Azure Machine Learning SDK
• consume data from a data store in an experiment by using the Azure Machine Learning
SDK
• consume data from a dataset in an experiment by using the Azure Machine Learning
SDK
• choose an estimator for a training experiment
Generate metrics from an experiment run
• log metrics from an experiment run
• retrieve and view experiment outputs
• use logs to troubleshoot experiment run errors
Automate the model training process
• create a pipeline by using the SDK
• pass data between steps in a pipeline
• run a pipeline
• monitor pipeline runs

Optimize and manage models (20-25%)
Use Automated ML to create optimal models
• use the Automated ML interface in Azure Machine Learning Studiostudio
• use Automated ML from the Azure Machine Learning SDK
• select scaling functions and pre-processing options
• determine algorithms to be searched
• define a primary metric
• get data for an Automated ML run
• retrieve the best model
Use Hyperdrive to rune tune hyperparameters
• select a sampling method
• define the search space
• define the primary metric
• define early termination options
• find the model that has optimal hyperparameter values
Use model explainers to interpret models
• select a model interpreter
• generate feature importance data
Manage models
• register a trained model
• monitor model history
• monitor data drift

Deploy and consume models (20-25%)
Create production compute targets
• consider security for deployed services
• evaluate compute options for deployment
Deploy a model as a service
• configure deployment settings
• consume a deployed service
• troubleshoot deployment container issues
Create a pipeline for batch inferencing
• publish a batch inferencing pipeline
• run a batch inferencing pipeline and obtain outputs
Publish a Designer designer pipeline as a web service
• create a target compute resource
• configure an Inference pipeline
• consume a deployed endpoint



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Microsoft questions

5 huge questions on Microsoft's acquisition of Bethesda | DP-100 practice test and Real test Questions

Microsoft now owns The Elder Scrolls, Fallout, Doom, Wolfenstein, Dishonored, and more. That $7.5 billion buy is wild on its own, but it surely comes after a string of different large Microsoft acquisitions: Obsidian, Mojang, Double exceptional, InXile, Ninja thought. all of sudden, Microsoft is a laptop video game construction enormous made of 23 studios.Β 

what will Microsoft gaming head Phil Spencer do with so many studios? Erect a digital monument to himself? Create the best possible version of FreeCell? Or will he go away them to their own gadgets? they have lots of questions, however here are the largest:

1. Will Microsoft's studios stick with their personal video games, or will they collaborate?

Obsidian created many americans's favourite Fallout video game, Fallout: New Vegas. Bethesda owns the Fallout intellectual property. When the purchase is finalized, Obsidian and Bethesda will both be part of Microsoft. So, of course, the reaction to the news protected heaps of requests for Fallout: New Vegas 2.

Obsidian provided a coy response, however they may also now not definitely be any closer to a new Obsidian Fallout. Obsidian and Bethesda could've signed a deal at any time over the last decade. They did not, and the timing would not seem to be improved now. Obsidian just introduced its very own first-grownup RPG, Avowed. (despite the fact they do understand that New Vegas director Josh Sawyer is directing a distinct venture at Obsidian, so you not ever comprehend.)

anything happens with New Vegas, it does lift the question: Are Microsoft's many, many studios going to collaborate like Ubisoft's multiple studios do, or operate independently? it's probably inevitable that they will see some sharing for the sake of promotional crossover routine. A Doomguy helmet somehow appearing in Halo limitless feels too obtrusive to now not occur. but will they see collaboration beyond that? A Halo video game co-created by way of identity utility is a possibility now. that might be in reality weird.

2. How palms-on will Microsoft be?

(photo credit score: Bethesda Softworks)

Microsoft likely didn't purchase all of those studios to trade what they do on day one. One imagines that ZeniMax online will proceed to help The Elder Scrolls online in roughly the manner it already is, and that Bethesda Softworks will proceed to construct gigantic RPGs devoid of Phil Spencer leaning over Todd Howard's shoulder. Microsoft's different acquisitions appear to be going about their enterprise like they always did. Double excellent continues to be making Psychonauts 2. InXile and Obsidian haven't pivoted to fight royale.

Will that all the time be the case, notwithstanding? Dishonored and Prey studio Arkane has made some brilliant video games, however until Deathloop is a smash hit, it is never the part of Bethesda that comes to mind when one asks "how will Microsoft recoup $7.5 billion?" The equal goes for MachineGames, whose Wolfenstein games have been respectable but doubtless would not get a crowd on its toes at E3 (if they ever have a type of once more). Spencer says that Microsoft is rarely going to meddle with its new studios, however things change. We're no longer somewhat convinced by means of Microsoft's pivot from bumbling laptop gaming antagonist to champion of immersive sims and isometric RPGsβ€”now not yet.Β 

That spoke of, it is rarely as if these studios weren't already thinking severely about what to do next on their personal. Deathloop feels different from Dishonored and Prey, and if Arkane explores other ideas in the future, it could no longer have the rest to do with Microsoft. The identical goes for MachineGames, which is rarely always going to make Wolfenstein video games always simply as a result of Wolfenstein exists.

3. What will be the first massive video game to check Microsoft's "case-with the aid of-case" policy of console exclusivity?

(picture credit: Bethesda)

Microsoft will honor Bethesda's current timed exclusivity offers with Sonyβ€”Deathloop and GhostWire: Tokyo will unencumber on playstation and laptop firstβ€”but after that, Bethesda video games will liberate on computer, Xbox, and "other consoles on a case-by way of-case groundwork." It would not basically have an effect on us, however we're nonetheless curious to peer even if Microsoft chooses to maximise game sales with playstation releases, or if it goes for the throat and makes The Elder Scrolls 6 a laptop and Xbox unique.

That may be a nasty instance, although, since the Elder Scrolls 6 is years away. Bethesda's area RPG, Starfield, is coming sooner, however is probably just a few years off, too. So what game will set the precedent?

4. Will game circulate devour laptop gaming?Β 

(photo credit: Microsoft)

Even now that the introductory expense of $5 monthly has expired, game circulate for notebook remains the most beneficial deal in workstation gaming. For $10 a month, that you could get and play any of over 200 good laptop video games, together with new ones like Microsoft Flight Simulator and The Outer Wilds. And with this acquisition, all future Bethesda video games could be obtainable on video game move at launch. it is Starfield (anything Starfield is), The Elder Scrolls 6, and anything else Bethesda is setting up. in the meantime, Microsoft's different studios will add Halo limitless, a new delusion, a brand new Forza Motorsport, Psychonauts 2, and greater to video game pass. or not it's already price $a hundred and twenty a yr, and the cost proposition will simplest get stronger (however the cost could go up once more).

a change in the method they get games has the expertise to exchange how they're made, and even what variety of games are made.

Microsoft's acquisition further consolidates online game development under a couple of effective banners, which helps create the kind of ambiance that, in movie and television, brought us Hulu, Netflix, Disney+, CBS All entry, and HBO Max. but will they need subscription features to take over laptop gaming? They mostly gave up possessing CD-ROMs and DVDs in want of owning a license to get and play video games from Steam. Now we're on the verge of giving up even that and fitting lifetime subscribers to subscription functions which could add and take away games from their libraries as they see fit, or as publishing contracts dictate.

What subscription functions will suggest for builders within the long term, primarily smaller independent ones, is also cause for difficulty. a transformation within the way they get video games has the expertise to change how they may be made, and even what type of video games are made. imagine a global the place developers are paid in keeping with the number of hours their games are played, for instance.

there may be absolute confidence that Microsoft, EA, Ubisoft, and others will proceed to push subscriptions over particular person online game purchases. however no matter if subscriptions will definitely push ordinary game procuring into the margins is to be considered. How Valve and Epic react to the style may additionally make a decision the longer term. A Steam subscription offering may alternate every little thing, and in view that Valve has built the performance into Steam for EA Play, it is rarely a completely ridiculous idea.

5. may still they be concerned about modding?

(graphic credit: Bethesda)

outside of developed-in equipment like Halo's Forge editor, modern Microsoft has been unfriendly to modding. video games delivered throughout the Microsoft save, together with these acquired with video game circulate, can't be tinkered with through suave coders within the manner many others can be. That makes Microsoft's possession of Bethesda a bit being concerned. The Fallout and Elder Scrolls sequence represent two of the biggest modding ecosystems, and are supported each by using respectable tools just like the Skyrim introduction equipment in addition to unsanctioned enhancing. They these days installed over 600 Skyrim mods and made a fine looking mess out of it. Will that be viable in the Elder Scrolls 6?

it be convenient to think about a future the place Microsoft desires manage over how mods are made and disbursed, limiting them to constructed-in tools and an legit distribution gadget in order that they will also be regulated and appear on the Xbox, too. or not it's convenient to think about Bethesda wanting that even before Microsoft's acquisition.Β 

There are a pair reasons no longer to panic, even though. One, Steam and Bethesda tried to introduce paid mods in 2015, and it become this sort of tremendous failure that you simply have to imagine Microsoft and Bethesda will strategy the subject cautiously. And two, Microsoft's zeal for the usual windows Platform (which is a huge part of the issue when it comes to modding) and the Microsoft keep has faded when you consider that home windows 10 launched. Microsoft now releases video games on Steam, too, even though it nevertheless makes us log in with an Xbox account. as a result of modding is so important to the identity of Bethesda RPGs, most likely they may get particular remedy.


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