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Microsoft AI-100 : Designing and Implementing an Azure AI Solution Exam

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Test Number : AI-100
Test Name : Designing and Implementing an Azure AI Solution
Vendor Name : Microsoft
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AI-100 test Format | AI-100 Course Contents | AI-100 Course Outline | AI-100 test Syllabus | AI-100 test Objectives


Candidates for this test analyze the requirements for AI solutions, recommend appropriate tools and technologies, and implements solutions that meet scalability and performance requirements.

Candidates translate the vision from solution architects and work with data scientists, data engineers, IoT specialists, and AI developers to build complete end-to-end solutions. Candidates design and implement AI apps and agents that use Microsoft Azure Cognitive Services and Azure Bot Service. Candidates can recommend solutions that use open source technologies.

Analyze solution requirements (25-30%)
Recommend Cognitive Services APIs to meet business requirements
• select the processing architecture for a solution
• select the appropriate data processing technologies
• select the appropriate AI models and services
• identify components and technologies required to connect service endpoints
• identify automation requirements

Map security requirements to tools, technologies, and processes
• identify processes and regulations needed to conform with data privacy, protection, and regulatory requirements
• identify which users and groups have access to information and interfaces
• identify appropriate tools for a solution
• identify auditing requirements

Select the software, services, and storage required to support a solution
• identify appropriate services and tools for a solution
• identify integration points with other Microsoft services
• identify storage required to store logging, bot state data, and Cognitive Services output

Design AI solutions (40-45%)
Design solutions that include one or more pipelines
• define an AI application workflow process
• design a strategy for ingest and egress data
• design the integration point between multiple workflows and pipelines
• design pipelines that use AI apps
• design pipelines that call Azure Machine Learning models
• select an AI solution that meet cost constraints

Design solutions that uses Cognitive Services
• design solutions that use vision, speech, language, knowledge, search, and anomaly detection APIs

Design solutions that implement the Bot Framework
• integrate bots and AI solutions
• design bot services that use Language Understanding (LUIS)
• design bots that integrate with channels
• integrate bots with Azure app services and Azure Application Insights

Design the compute infrastructure to support a solution
• identify whether to create a GPU, FPGA, or CPU-based solution
• identify whether to use a cloud-based, on-premises, or hybrid compute infrastructure
• select a compute solution that meets cost constraints

Design for data governance, compliance, integrity, and security
• define how users and applications will authenticate to AI services
• design a content moderation strategy for data usage within an AI solution
• ensure that data adheres to compliance requirements defined by your organization
• ensure appropriate governance of data
• design strategies to ensure that the solution meets data privacy regulations and industry standards

Implement and monitor AI solutions (25-30%)
Implement an AI workflow
• develop AI pipelines
• manage the flow of data through the solution components
• implement data logging processes
• define and construct interfaces for custom AI services
• create solution endpoints
• develop streaming solutions

Integrate AI services with solution components
• configure prerequisite components and input datasets to allow the consumption of Cognitive Services APIs
• configure integration with Cognitive Services
• configure prerequisite components to allow connectivity to the Bot Framework
• implement Azure Search in a solution

Monitor and evaluate the AI environment
• identify the differences between KPIs, reported metrics, and root causes of the differences
• identify the differences between expected and genuine workflow throughput
• maintain an AI solution for continuous improvement
• monitor AI components for availability
• recommend changes to an AI solution based on performance data



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Microsoft AI test

NSW fitness Pathology helping seriously change medical checking out and affected person care with cloud, information and AI | AI-100 Practice Questions and Free test PDF

enhanced affected person care

NSW health Pathology is also testing new easy methods to use the quicker effects to enhance patient care. NSW health Pathology has been running trials in Blacktown and Westmead Hospitals, combining the factor of care pathology effects with other vital signals consequences to support establish when patients are liable to sepsis in the Emergency branch.

Sepsis can be deadly until treated early – but its onset can also be difficult to foretell. The NSW fitness scientific Excellence commission recommends an algorithm which could aid clinicians observe sepsis. This platform helps to automate the seize of the records feeding into that algorithm, which should still help with offering doctors with early warning of sepsis chance.

James Patterson, NSW health Pathology’s Chief counsel Officer says that the platform makes it possible for NSW health to discover a extensive range of alternatives to speed testing and care. It’s at the moment taking a look at how facts gathered in medical lateral circulate tests can also be uploaded and analysed in an analogous strategy to how point of care verify information is handled.

β€œThe energy of here's truly around doing the look at various and wrapping a service round that,” he says. The features he envisages range from straight diagnostics to swift public fitness reporting.

Steven Worrall, Managing Director, Microsoft Australia describes the work being undertaken by way of NSW health Pathology as a big step ahead in providing superior statewide pathology trying out, heralding sooner and smarter trying out, quicker remedy and enhanced results.

β€œfinally this strategy – combining cloud, records and AI – could seriously change the style diagnostic assessments are performed and analysed, making bound these patients that most need it have entry to true-time checks and effects regardless of where they live.”

Basing the system on the Azure cloud and having entry to the huge array of Azure functions additionally accelerates the probability for innovation Patterson says, as there aren't any legacy computing constraints.

It’s that innovation capability, he says, that allowed NSW to rapidly spin up the provider that become able to send NSW residents an SMS if their Covid-19 look at various got here returned poor.

β€œThe agile, iterative approach that’s been really successful in different industries can also be applied quite well here. that you can hit the ground running,” says Patterson.

The cloud-primarily based platform and anyplace, anytime access to consequences additionally enables NSW health to leverage medical knowledge throughout the State connecting its specialised anywhere they're across the state, country or city.

β€œI suppose with faraway monitoring and faraway testing you can start to alternate carrier models so that you can have self-carrier in communities. That’s the way you you’re improving the fine of care, now not just the supply of care,” Patterson provides.

for instance, if somebody has a stroke, the speed at which it is diagnosed and remedy commenced has a critical have an effect on on the affected person’s means to get better. Being in a position to conduct tests in aged care buildings, and have that instantly accessible to treating doctors can have a giant have an impact on.

Patterson says that being platformed on the excessive performance and trusted Azure cloud quickens opportunities for innovation and more desirable reporting. facts may also be ingested from distinct sources – the element of care contraptions, from electronic scientific data together with My fitness statistics, and additionally statistics saved in NSW’s health’s AWS based systems – and then made securely purchasable for analysis and reporting the use of energy BI.

β€œThe entire extent of their COVID-19 tests at the moment are seen through that cozy energy BI platform, masking round 1.7 million patients as at October 2020,” he says. It’s streamlined tasks across NSW health, to such an extent says Patterson that it has saved over 300,000 hours of manual calls by way of healthcare workforce to patients and stripped friction from the consumer event.

eventually, it facets to operational efficiencies and more suitable fitness outcomes and experiences for every person in NSW anywhere they reside.


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