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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 information hunger

In a 12 months of unprecedented need, Tyson meals Donates list volume of Protein | DP-100 actual questions and Latest Questions

SPRINGDALE, Ark., Sept. 28, 2020 (GLOBE NEWSWIRE) -- Tyson meals, Inc. (NYSE: TSN) has donated more food over the last 12 months than ever in its eighty five-12 months background, the enterprise stated these days. more than 30 million pounds, or the equivalent of one hundred twenty million food, have been donated by way of the business all the way through the final 365 days to combat hunger.

The food donations have been a part of more than $seventy five million the business invested to fulfil its commitment to address starvation insecurity, guide its team participants and Boost the first-class of lifestyles within the communities where it operates.

The business’s COVID-19 swift Response Fund distributed promises and food donations to nonprofit groups working to aid people in plant communities across the U.S. The business has also provided $6 million in monetary guidance via its assisting hands software at once to crew participants in need right through the pandemic.

“Our enterprise is proud to play a essential role in feeding the nation right through this difficult time, and they recognize the importance of assisting their team individuals, their families and their plant communities,” pointed out John R. Tyson, chief sustainability officer, Tyson meals. “We’ve focused materials the place they will generate essentially the most have an impact on and help agencies doing heroic work at the local degree.”

The company provided just about 20 million meals to Feed the children, a leading nonprofit concentrated on assuaging childhood hunger, and its network of a whole lot of group partners across the U.S. Feed the toddlers and Tyson foods have partnered for 18 years to provide protein to households, meals banks, church buildings and neighborhood pantries.

“At Feed the toddlers, they work complicated every day to ensure that as wants upward push, infants and their households proceed to receive essential food and other substances,” noted Bob Thomas, Chief company and external members of the family Officer, Feed the toddlers. “We remember that 2020 has been a difficult year for a lot of households and they are grateful to their partners at Tyson foods for their generous presents. first-rate protein is so important for turning out to be infants and families and this has allowed us to provide nutritious food to millions throughout the nation.”

This 12 months, the partnership between Tyson meals and Feed the children served families in a whole lot of communities guaranteeing that those that have not in the past had to fret about their livelihoods earlier than COVID-19 still had entry to nutritious meals. The businesses also partnered to provide much-obligatory meals and disaster aid following typhoon Laura.

starvation aid - $65 MILLION

The enterprise has donated greater than 30 million kilos of protein, valued at more than $sixty five million this yr, and multiplied hunger relief efforts to include product donations to the Tyson neighborhood Pantry application for native solutions to hunger.

A grant to Open Door service core in Sedalia, Missouri, helped feed a neighborhood where 1 in 5 little ones go to bed hungry. Product donations from the native Tyson plant have also made an have an effect on.

“Between their soup kitchen and food pantry, they distribute an average of essentially 114,000 pounds of food per month,” mentioned Jennifer Taylor, Director of building, Open Door carrier core. “Storage and management of this amount would not be possible devoid of Tyson’s grant, nor would we've the massive amount like this with out Tyson’s donations.”

Healthcare workers, summer time feeding programs, mobile pantries and backpack classes have been additionally supported in Tyson communities.

greater than 40 million nutrients went directly to group participants working tough to feed the country.

group can provide AND INVESTMENTS - $three.eight MILLION

181 swift response grants have been awarded for emergency assist of nonprofit businesses near Tyson plant locations to aid Tyson crew individuals and the local community. The supplies averaged $5,500 and were given in more than 120 plant communities. They concentrated on nonprofit companions providing emergency response efforts corresponding to hire and utility assistance, starvation reduction, health care, childcare, small enterprise support and different financial recovery features.

Two supplies have been awarded to The Bridge of Storm Lake, Iowa, to tackle hunger aid and formative years support capabilities.

“The assist from Tyson foods included 218,000 pounds of protein donated when you consider that November of 2019 and 165,000 pounds seeing that March 2020,” talked about Shelly Rock, government director & formative years recommend, The Bridge of Storm Lake. “Our youth programs had been able to adapt in new and creative methods during the pandemic with the help of the sustainability supply. Over 90% of the early life they work with have a household connection to Tyson. we're grateful to be in a position to companion with Tyson to join, aid and empower adolescence (and their families) in the neighborhood of Storm Lake, Iowa.”

The business partnered with DonorsChoose to supply $1.8 million in promises to teachers in 60 of their plant communities. 1,916 initiatives have been funded to assist 205,361 college students in subjects like literacy, language, and STEM. lots of the initiatives funded have been for distance studying materials.

more than a half-million greenbacks were supplied to native services for immigrant crew members from the enterprise’s at-giant grant application. Immigrant Connections become voted by means of Tyson team members because the fifth $1,000,000 recipient to helpsupportsocial injusticeinitiatives.

crew MEMBER guide - $6 MILLION

as a result of their group participants are Tyson’s most effective asset, more than $6 million to date has been supplied through the enterprise’s helping fingers program, which offers financial suggestions at once to team participants following a catastrophe or very own difficulty. The COVID-19 international pandemic became no exception.

greater than four,000 group individuals obtained information of up to $1,500 to help pay rent, utilities, childcare or other emergency needs.

crew MEMBER GIVING - $700k

dollars have been allotted to the company’s Giving collectively program to expand the affect of giving from group contributors and motivate the guide of a wide selection of non-income businesses impacted with the aid of the pandemic. From March 1 to September 1, the enterprise matched very nearly $400,000 in team member donations, up from $100,000 right through the identical length ultimate yr.

UPWARD ACADEMY

Tyson’s on-web site training program for frontline group individuals offers free classes in ESL, high school equivalency, U.S. citizenship and economic and digital literacy. The application correctly tailored to challenges this 12 months by means of providing guide in alternative settings. Instructors despatched printed materials domestic, helped students access curriculum on their phones and offered Microsoft SurfaceGo capsules as a part of a pilot application so students may proceed researching remotely.

50 digital gaining knowledge of labs have been deployed and are capable to be used when college students return to lecture room getting to know. Additions to obtainable curriculum consist of new practicing movies and video curriculum for monetary literacy.

The Upward Academy decoding group supported human components conversation efforts by means of translating important counsel and providing in-language assist for team members. a lot of their frontline group individuals are new immigrants to the U.S. and come from dozens of diverse countries: up to 50 diverse nations could be represented within a single plant. They respect how important each of them is to the work they do, and how they are at the heart of the achievements they share as an organization.

About Tyson FoodsTyson meals, Inc. is one of the world’s biggest meals organizations and a recognized chief in protein. centered in 1935 with the aid of John W. Tyson and grown below three generations of family leadership, the business has a large portfolio of products and brands like Tyson®, Jimmy Dean®, Hillshire Farm®, Ball Park®, Wright®, Aidells®, ibp® and State fair®.Tyson foods innovates normally to make protein extra sustainable, tailor meals for in every single place it’s accessible and raise the area’s expectations for how much decent meals can do. Headquartered in Springdale, Arkansas, the enterprise has 141,000 group individuals. via its Core Values, Tyson foods strives to function with integrity, create value for its shareholders, purchasers, communities and crew participants and serve as a steward of the animals, land and environment entrusted to it. talk over with www.tysonfoods.com.

Contact:Derek Burleson – 479-290-6466 or Derek.Burleson@Tyson.com

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