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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 education

Microsoft groups and OneNote carry these new aspects for far off gaining knowledge of | DP-100 Cheatsheet and Test Prep

Now that Microsoft has all started rolling out its new 7x7 grid view for teams as well as virtual breakout rooms, the company is releasing new facets that aim to Excellerate 'emotional connection' for students and academics.

The latest groups tools encompass 'praise badges' from the compliment app, which Microsoft suggests lecturers can use to "admire pupil social abilities, develop emotional vocabulary, and provides helpful awareness to the every day wins". 

The badges may be accessible to over 230,000 schooling institutions that use groups for faraway and blended discovering. 

The default badges can be found now in chats and sophistication group channels, with greater social-emotional researching (SEL) badges coming this month. 

Default badges consist of achiever, remarkable, coach, courage, artistic, inclusive, variety heart, management, optimism, problem solver, crew player, and thanks. 

The SEL-focused ones encompass communication, vital considering, curiosity and empathy, goal pursuit, motivation and so forth. users also have the choice to create their own badges and determining their own photograph to accompany the textual content. 

"The badges had been developed through a human-headquartered design method that brought teachers and students without delay into the product development manner, making certain that they create helpful and authentic equipment which will aide of their existing classroom practices," says Mark Sparvell, the director of Microsoft schooling.   

IT admins can handle what badges can be found to clients and need to allow the app in the groups app settings web page.   

it's no longer clear how a good deal badges will Excellerate how students consider in far flung researching as the COVID-19 pandemic rolls on. in spite of this, any tools that even a little Excellerate the remote-studying adventure for educators and college students may still be welcomed, assuming students have satisfactory device for faraway getting to know.  

Zoom, which grew to be the default faraway lecture room app for schools, has additionally been beefing up its elements for schooling shoppers with better 'safety features to keep away from zoombombing' and stronger controls to control members' audio.

In August, Zoom gave teachers the capability to selectively unmute college students' audio whereas up to now most effective individuals, who could not recognize how to use audio controls, could select unmute for their machine. Zoom this month brought breakout rooms. 

Microsoft is also introducing the mirror extension for teams to permit academics to habits short 'emotional check-ins' to ask, as an instance, how students are feeling. it's designed to motivate college students to think about and identify how they are feeling.

different latest points include 'turn-in celebrations' or animations that college students acquire after turning in an task, virtual backgrounds aimed more youthful youngsters, and 'collectively mode', which lets members seem in a shared heritage. 

ultimately, Microsoft has released a new set of SEL decal packs for OneNote and OneNot classification Notebooks. The set can also be used alongside OneNote audio recording, inking and typed notes.

sel-transparent-1-1024x5121.png

Microsoft says educators can use praise badges to appreciate and reward students' social capabilities.  

photo: Microsoft

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