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

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