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

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

Candidates for this exam 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 an cheat sheet

Microsoft Azure digital computing device: A cheat sheet | AI-100 Test Prep and exam dumps

a person using a laptop computer sitting on top of a wooden table: Image: iStock/DragonImages © offered by means of TechRepublic photo: iStock/DragonImages

unprecedented circumstances surrounding COVID-19 and the accompanying world pandemic have left many company firms scrambling to locate methods to accommodate an increasingly faraway and virtual personnel. Some groups have found that workforce productivity is a similar, if now not more desirable, beneath a digital scheme. These firms are likely to adopt structures like desktop as a service (DaaS) and virtual computing device infrastructure (VDI) going forward, even after the pandemic has subsided.

a person using a laptop computer sitting on top of a wooden table © picture: iStock/DragonImages

Cloud-primarily based DaaS and VDI capabilities are offered by means of a couple of vendors together with Microsoft through its Azure cloud platform. Microsoft Azure virtual desktop is offered as a free carrier to certain Microsoft 365 and Azure subscribers. Licenses for individual Azure digital desktops are additionally attainable with fees that adjust with server location and sort of virtual computing device.

SEE: Microsoft home windows digital computing device: A cheat sheet (free PDF) (TechRepublic)

The are many advantages to Azure digital computer, however there are also a few caveats to trust before your company decides to adopt the platform. like every enterprise choices, planning and analysis before making any choices is warranted and totally informed. This Microsoft Azure digital desktop: A cheat sheet from TechRepublic will assist you check what the platform is and what it may present, so that you could make the top-rated resolution feasible in your company.

what is Azure digital computing device?

Leveraging the power of Microsoft's cloud services, Azure digital desktop is an instanced digital laptop hosting a desktop and app virtualization provider operating on the cloud. Azure virtual computer can provide a virtual computing device event and far off apps to any gadget. depending on how it is configured, the platform can bring together Microsoft 365 and Azure to provide users with a multi-session home windows 10 event, which contains scaling and decreased IT charges.

Azure virtual laptop may also be configured to run home windows 10 business, windows 7 enterprise, or home windows Server 2012 R2, 2016, 2019. windows eight and windows 8.1 are not supported.

SEE: Virtualization policy (TechRepublic top rate)

right here far flung desktop valued clientele assist Azure virtual computing device:

SEE: application as a carrier (SaaS): A cheat sheet (free PDF) (TechRepublic)

Why is Azure digital computer important?

whether out of necessity or as a part of an basic productivity approach, the up to date group of workers is increasingly a far flung and cellular body of workers. To benefit entry to the systems and purposes it needs to do its jobs, the body of workers grows more and more dependent on cloud systems and digital machines which will also be accessed from anyplace, at any time, by way of any device.

Azure digital laptop gives a staff with access to a virtual windows desktop operating whatever apps a typical IT-sanctioned home windows laptop should be working on your business. by way of taking knowledge of Azure's cloud infrastructure, groups can setup multi-session windows 10 deployments optimized to run in multi-person virtual situations.

From a employee's point of view, their Azure digital laptop is the exact same as a standard computer environment on their desk. From the business's standpoint, the cost of buying, developing, deploying and securing physical hardware may also be saved by using entrusting Microsoft and Azure to address these specifics in the cloud.

SEE: Microsoft sees surge well-liked for cloud services all the way through coronavirus outbreak (TechRepublic)

What are the merits of Azure virtual computer?

even if by alternative or by happenstance, in case your employees are working remotely, delicate enterprise data will likely be transferred and stored in the community at some factor, however only in brief. Even with top of the line practice safety precautions, this switch of sensitive facts is risky. Add the variabilities of employees the use of their own personal devices and networks for work endeavor and you have got a recipe for catastrophe.

Azure digital desktop enables employers to set up digital machines, configured exactly how they need them to be, which are securely instanced in the Azure cloud. In essence, delicate business statistics is rarely transferred out of the business's control constitution as a result of any data transfers are basically between Azure cloud situations. inside the Microsoft Azure cloud, statistics is protected by all manner of constructed-in security protocols, including Azure Firewall, Azure safety core, Azure Sentinel and Microsoft Defender ATP.

SEE: How SMBs build their tech stacks (TechRepublic)

beneath Azure virtual laptop, entry to computer circumstances is managed by means of conditional access protocols, together with multi-aspect authentication. Azure infrastructure may also be deployed to allow position-based mostly entry control (RBAC) and observe threats the usage of Azure safety core. Azure virtual computer licensed compliant with ISO 27001, 27018 and 27701, PCI, FedRAMP high for commercial and HIPPA.

if your commercial enterprise already subscribes to Microsoft 365 or an enterprise edition of windows, it could actually set up a desktop example for each and every consumer at no cost with Azure digital computing device. hence, at no extra charge, your far flung users can entry a equipped-made virtual computing device running windows from any place, at any time, from any gadget.

as a result of Azure digital computing device is managed throughout the Microsoft Azure Portal, your enterprise can scale desktop instances to meet enterprise wants on the fly. Admins can enhance digital CPUs, add digital RAM, allocate extra virtual tough disk storage, and so on., with a few mouse clicks and an admin login account.

What are the caveats of Azure virtual laptop?

The simple caveat to believe when figuring out no matter if to set up Azure digital computing device for a far off group of workers is the best of community connections. No count how neatly you propose and design your digital laptop situations, they're only worth the effort in case your personnel have the skill to readily attain the cloud. gradual cyber web connections, intermittent connections and no internet connections are all a real chance and all should be mitigated for cloud-primarily based virtualization to work efficaciously.

SEE: DaaS and VDI: New file underscores the high costs and challenges of virtual workforces (TechRepublic)

beyond the technical factor of community connections, employers need to also accept as true with how tons employee working towards should be vital. Tech-savvy personnel and IT professionals will possible have no trouble connecting to Azure and Azure digital desktop servers, however some personnel could need as a minimum some guideline to finished the connection. Who will provide that support, how will they deliver it, what if it is now not advantageous? These questions ought to have suitable answers.

other inquiries to be answered include, as soon as in operation, how will personnel ask for further materials in the event that they need them? Will there be a ticketing equipment with IT branch personnel liable for their decision? Is that infrastructure in vicinity? establishing tactics to handle the maintenance of a Azure digital computing device device should be completed earlier than deploying the genuine virtual situations.

who are the important competitors to Azure virtual desktop?

competitors among cloud companies within the digital computer space is fierce and contains dozens of diverse businesses, a lot of which are sought after and usual. glaring rivals include the commonplace primary cloud capabilities suspects of Amazon AWS and Google Cloud Platform. different favorite competitors encompass Citrix and VMware. other smaller opponents present really expert desktop features for engineers, architects, artists and scientists that require specific features.

SEE: research: SMB IT stack selections according to enjoyable enterprise needs (TechRepublic top class)

right here is a short checklist of digital laptop opponents:

With all of this competitors, Microsoft will proceed to suppose pressure to hold expenses and fees low for its Azure digital laptop carrier. This competitive power helps explain why Microsoft is inclined to present  Azure virtual laptop free to current consumers already subscribed to Microsoft 365 or enterprise types of windows.

SEE: All of TechRepublic's cheat sheets and wise adult's courses

How do you get Azure virtual computing device, and when will it's obtainable?

Azure virtual laptop is obtainable throughout the Microsoft Azure Portal. For current subscribers to Microsoft 365 and enterprise versions of home windows, computer circumstances can be found for every user at no added can charge. Non-subscribers will must pay a subscription price determined by using the requisites of the virtual machines used for each and every computer illustration. note: Microsoft is providing free access to Azure virtual computing device except the conclusion of the 12 months, beginning on July 14, 2021.  

Subscribers to these existing features have free access to Azure virtual desktop instances running specific operating methods on a per consumer foundation:

working system

Required license    

windows 10 commercial enterprise multi-session or home windows 10 commercial enterprise    

Microsoft 365 E3, E5, A3, A5, F3, company top class or windows E3, E5, A3, A5    

windows 7 enterprise    

Microsoft 365 E3, E5, A3, A5, F3, business top rate or home windows E3, E5, A3, A5    

home windows Server 2012 R2, 2016, 2019    

RDS client entry License (CAL) with application Assurance    

For companies without a pre-current subscription, the fee of a Azure virtual desktop through Azure will depend upon the requisites chosen for each and every computing device instance. as an example, a pay-as-you-go example with 2 CPUs, eight GB RAM and 50 GB of storage is estimated to charge $137.29 per thirty days. A quote from the Azure expense calculator it is vastly greater than a Microsoft 365 enterprise premium subscriber paying $12.50/month/user. Of route, costs might, and sure will, trade over time.

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