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Exam Code: NCSE-Level-1 Nutanix Certified Systems Engineer (NCSE): Level 1 availability January 2024 by team

NCSE-Level-1 Nutanix Certified Systems Engineer (NCSE): Level 1

Exam Specification: NCSE-Level-1 (Nutanix Certified Systems Engineer: Level 1)

Exam Name: NCSE-Level-1 (Nutanix Certified Systems Engineer: Level 1)
Exam Code: NCSE-Level-1
Exam Duration: 90 minutes
Passing Score: Not specified
Exam Format: Multiple-choice

Course Outline:

1. Introduction to Nutanix Architecture and Technology
- Overview of Nutanix software-defined infrastructure
- Understanding the Nutanix Acropolis hypervisor (AHV)
- Exploring Nutanix Prism management interface

2. Nutanix Deployment and Configuration
- Planning and sizing Nutanix clusters
- Nutanix cluster deployment and initial configuration
- Networking and storage configuration in Nutanix environment

3. Nutanix Administration and Operations
- Managing virtual machines and virtual networks
- Monitoring and troubleshooting Nutanix clusters
- Performing data protection and disaster recovery tasks

4. Nutanix Advanced Features and Integrations
- High availability and fault tolerance in Nutanix environment
- Integration with public cloud services
- Automation and orchestration using Nutanix Calm and Prism Central

Exam Objectives:

1. Understand the architecture and technology of Nutanix software-defined infrastructure.
2. Deploy and configure Nutanix clusters, including planning and sizing considerations.
3. Administer and operate Nutanix clusters, managing virtual machines, networks, and storage.
4. Monitor and troubleshoot Nutanix clusters to ensure optimal performance.
5. Perform data protection and disaster recovery tasks in Nutanix environment.
6. Explore advanced features of Nutanix, such as high availability and fault tolerance.
7. Integrate Nutanix with public cloud services and utilize automation and orchestration tools.

Exam Syllabus:

Section 1: Introduction to Nutanix Architecture and Technology (20%)
- Overview of Nutanix software-defined infrastructure
- Nutanix Acropolis hypervisor (AHV) and its features
- Nutanix Prism management interface and its functionalities

Section 2: Nutanix Deployment and Configuration (30%)
- Planning and sizing Nutanix clusters for specific workloads
- Deployment and initial configuration of Nutanix clusters
- Network and storage configuration in a Nutanix environment

Section 3: Nutanix Administration and Operations (30%)
- Management of virtual machines and virtual networks in Nutanix clusters
- Monitoring and troubleshooting Nutanix clusters
- Data protection and disaster recovery tasks in Nutanix environment

Section 4: Nutanix Advanced Features and Integrations (20%)
- Ensuring high availability and fault tolerance in Nutanix environment
- Integration of Nutanix with public cloud services
- Automation and orchestration using Nutanix Calm and Prism Central
Nutanix Certified Systems Engineer (NCSE): Level 1
Nutanix Certified availability

Other Nutanix exams

Nutanix-NCP Nutanix Certified Professional 5.10
NCP-MCI-5.15 Nutanix Certified Professional Multicloud Infrastructure (v5.15)
NCS-Core Nutanix Certified Services Core Infrastructure Professional
NCSE-Core Nutanix Certified Systems Engineer-Core (NCSE-Core)
NCSE-Level-1 Nutanix Certified Systems Engineer (NCSE): Level 1
NCP-MCI-6.5 Nutanix Certified Professional - Multicloud Infrastructure (NCP-MCI) v6.5

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Nutanix Certified Systems Engineer (NCSE): Level 1
Question: 13
prospect uses Vmware, Oracle, and Microsoft products for a critical application. The prospect prefers an all flash array
because they have significantly invested in servers for their Oracle environment to save on licensing costs.
which feature should be discussed to address this objection?
B. Hyper-V support
D. All flash nodes
Answer: C
Question: 14
A prospects need to refresh their environment but has a very small budget for the project. Four years after their last
infrastructure refresh, the prospects datacenter is only running at 40% utilization. In addition, they have 25 satellite
offices. Each office has a requirement to run 4 to 6 VMs locally.
Which two Nutanix platform capabilities should the SE highlight to address the prospects concerns? (Choose two)
A. Multi-Site Management.
B. Pay as you grow.
C. Automated data storage tiering.
D. Software only.
E. Single node backup.
Answer: A,B
Question: 15
An SE is meeting with a prospect that is refreshing infrastructure in 100 retail locations. Currently the stores use
vSphere hosts connected to direct attached storage and are managed by 6 separate vCenter servers. On-site retail staff
is unqualified to deal with any hardware break/fix issues.
Which two aspects of Nutanix solution should the SE highlight? (Choose two)
A. Self-healing infrastructure.
B. Data Locality.
C. Prism Central.
D. Cloud Connect.
Answer: A,C
Question: 16
A customer is conceded that IT will not be able to take advantage of Nutanixs frequent feature releases due to the
man hour requirements of maintaining compliance with industry regulatory controls.
Which item should the SE discuss at the next customer visit with IT?
A. Data at Rest Encryption (Software)
B. Two-factor Authentication
C. Security Configuration Management Automation (SCMA)
D. Factory-installed self-encryption drives (SED)
Answer: C
Question: 17
A prospects storage administrator is concerned about deploying Nutanix for their vSphere server virtualization
environment due to anticipated increases to data retention for compliance purposes and associated costs.
Which Nutanix feature should an SE discuss to convince the prospect to move forward?
A. Linear scalability by adding more nodes
B. Acropolis Block Services
C. Adding Storage Only nodes
D. Extending storage container with existing SAN storage
Answer: B
Question: 18
A prospect is concerned about the suitability and design of using Nutanix for an upcoming Avaya IP Office migration.
Which type of document should the SE provide?
A. Best Practice Guide
B. Reference Architecture
C. Filed Advisory
D. Knowledge Base Article
Answer: B
Question: 19
An SE is working with a financial institution prospect on a VDI environment refresh. The institution currently has
5000 named VDI users, with a peak of 2800 concurrent users.
How many VDI VMs does the SE need to size for, factoring in an additional 10% for growth?
A. 2880
B. 3080
C. 5000
D. 5500
Answer: B
Question: 20
A prospect is experiencing disk performance issues in their database environment. The prospects databases currently
run on physical servers and an iSCSI SAN with spinning disks.
Which two Nutanix features should an SE discuss with this prospect to address their disk performance issues? (Choose
A. Snapshots
B. Data Locality
C. De-duplication
D. Erasure Coding
E. All Flash Nodes
Answer: B,D
Question: 21
Refer to the exhibit.
***Exhibit is Missing***
Based on the sizing scenario, what level of resiliency can be inferred about the configuration?
B. N+0
C. N+1
D. N+2
Answer: D
Question: 22
Refer to the exhibit.
Assuming a prospect is currently using Thick Provisioned virtual disk, at a minimum, which two tabs should be
evaluated in an RVTools report to determine required resources for sizing? (Choose two.)
A. vInfo
B. vNetwork
C. vPartition
D. vCluster
E. vDisk
Answer: A,C
Question: 23
A customer needs to expand an existing cluster to accommodate workloads. The workloads require 5TB of storage
capacity (1.2TB of working set data), 64GB of memory, and 10 physical CPU cores.
Their current cluster is configured as follows:
4x NX-3060-G5 nodes
Each node is configured with 2x E5-2620v4 processors (8 Cores each), 128GB RAM, 2x 960GB SSDs, and 4x 2TB
The cluster is configured as RF2 and is sized for N+1 availability
Each CVM is configured with 32GB of memory
To maintain optimal metadata balance and data availability, which configuration should be recommended?
A. 2x NX-3060-G5 2x E5-2620v4 processors, 128GB RAM, 2x 960GB SSDs, 4x 2TB HDDs
B. 1x NX-6035C-G5 2x E5-2620v4 processors, 128GB RAM, 1x 1920GB SSDs, 5x 4TB HDDs
C. 1x NX-3060-G5 2x E5-2620v4 processors, 128GB RAM, 2x 1920GB SSDs, 4x 2TB HDDs
D. 3x NX-1065-G5 2x E5-2620v4 processors, 128GB RAM, 1x 1920GB SSDs, 2x 4TB HDDs
Answer: A
Question: 24
An SE is conducting a first call presentation with their Account Executive and a prospect. The prospect needs to build
a private cloud but has been unable to implement the solution in-house, since using their traditional architecture would
require integrating server, storage and networking solutions from six different vendors.
The cost and complexity of that approach is too high. Also their current infrastructure is not built for scalability or
The prospect has considered upgrading their traditional server and SAN storage platforms but could not meet
requirements for scale and performance using this approach.
In what order should the SE present the critical product and technology portions of the First Customer Presentation to
the IT Director?
A. Native convergence of traditional infrastructure.
Scalable distributed system.
Data locality and distributed data.
Application automation with Calm.
Xi Cloud Services.
B. Application automation with Calm.
Xi Cloud Services.
Native convergence of traditional infrastructure.
Scalable distributed system.
Data locality and distributed data.
C. Xi Cloud Services.
Application automation with Calm.
Native convergence of traditional infrastructure.
Scalable distributed system.
Data locality and distributed data.
D. Data locality and distributed data.
Scalable distributed system.
Native convergence of traditional infrastructure.
Xi Cloud Services.
Application automation with Calm.
Answer: D
Question: 25
Oracle HCL for Certified Joint Support with Nutanix has Oracle Linux and Oracle VM via iSCSI listed.
What Nutanix feature is used by this certified configuration?
Answer: D
Question: 26
A prospects main goal are to replace their mainframe environment, cut their datacenter footprint, and Excellerate disaster
recovery for mission critical applications.
Which collection of documents should the SE use to show the prospect how Nutanix can help them reach their goals?
A. Nutanix Bible.
B. Knowledge Base Articles.
C. Case Studies.
D. Best Practices Guide.
Answer: D
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Nutanix Certified availability - BingNews Search results Nutanix Certified availability - BingNews 15 Top-Paying IT Certifications For 2022

Skillsoft has assembled a list of the highest paying IT certifications in the U.S. with salaries for the most in-demand IT certifications including $133,568 for a Cisco Certified Network Professional (CCNP) and $168,080 for an Amazon Web Services certified solutions architect professional.

As the need for skilled IT staff continues to soar, IT professionals in the U.S. with the right IT certifications are in the driver’s seat when it comes to being able to command six-figure salaries.

Average salaries for tech workers with the most in-demand IT certifications include $133,568 for a Cisco Certified Network Professional (CCNP) accredited worker to as much as $168,080 for an Amazon Web Services to certified solutions architect professionals who design systems using the AWS platform.

Skillsoft, a Nashua, N.H.-based developer of learning management software that provides businesses with online training resources for employees, has released its 2022 list of the IT certifications that are most in demand and the salaries they can bring.

As with Skillsoft’s 2021 list, cybersecurity and cloud computing certifications lead the way. Michael Yoo, Skillsoft customer market leader for technology and developer, said the most notable aspects of the 2022 list is the continued demand for IT professionals with certified skills in cloud computing, cybersecurity and data management.

“This is not surprising, given how nearly every company in every industry of every size in every geography is relying on cloud computing to power their technology strategy,” Yoo said in a statement.

Project management also remaines a certification favorite because there’s universal need for that expertise, he added.

“That said, the increase in importance of Google Cloud and multicloud certifications…speaks to the growing fraction of enterprises that now rely on more than one cloud computing platform,” Yoo said. “Sometimes that’s driven by a desire to have technical and commercial flexibility. Other times, it is a result of mergers and acquisitions activity.”

Here’s a look at 15 of the most in-demand IT certifications and their average salaries.

15. CCNP Enterprise: $133,568

The Cisco Certified Network Professional (CCNP) Enterprise certification is one of the most sought-after certifications in the industry. It is designed for professional-level job roles with expertise in enterprise networking solutions. The certification ensures proficiency and expertise with enterprise solutions.

14. AWS Certified Cloud Practitioner: $135,612

Cloud architects are responsible for managing an organization’s cloud computing architecture. Their role is to bridge the technical and business sides of cloud adoption. The credential helps organizations develop talent with critical knowledge related to implementing cloud initiatives. Earning this certification validates cloud fluency and foundational AWS knowledge.

13. VMware Certified Professional – DataCenter Virtualization (VCP-DCV): $138,349

The VCP-DCV 2022 certification validates professional skills to implement, manage, and troubleshoot vSphere infrastructure using best practices to provide a powerful, flexible, and secure foundation for business agility that can accelerate the transformation to cloud computing. vSphere is VMware's virtualization platform.

12. AWS Certified Big Data – Specialty: $138,404

This certification is intended for individuals who perform complex big data analysis tasks and have at least two years experience using AWS technology. Capabilities validated by the certification include implementing core AWS big data services according to best practices, designing and maintaining big data systems, and leveraging tools to automate data analysis.

11. Certified Information Systems Auditor (CISA): $142,337

CISA certification is the foundation of a successful IT career, according to ISACA, the international professional association focused on IT governance. The designation is the standard for professionals who have a career in information systems, auditing, control and security who demonstrate they have knowledge, skills and proficiency to meet the challenges.

10. Google Cloud Digital Leader: $142,708

The Cloud Digital Leader certification includes courses to provide foundational knowledge about cloud technology and data. This training also offers an overview of Google Cloud products and services that enable companies to complete their digital transformation. It is also designed to empower techs to contribute to cloud-related business initiatives across an organization.

9. Microsoft Certified Azure Solutions Architect Expert: $142,976

Responsibilities for this role include advising stakeholders and translating business requirements into designs for secure, scalable and reliable Azure solutions for Microsoft’s Azure cloud computing platform. A solutions architect partners with developers, administrators, and others responsible for implementing solutions on Azure. The certification includes expertise in implementing, managing and monitoring Azure solutions.

8. Nutanix Certified Professional - Multicloud Infrastructure: (NCP-MCI) $147,170

The Nutanix Certified Professional – Multicloud Infrastructure (NCP-MCI) certification is designed to recognize a professional’s skills and abilities to deploy, administer, and troubleshoot Nutanix AOS 5.20 in the Enterprise Cloud. Earning this certification validates a professional’s ability to deploy and administer Nutanix AOS 5.20 nodes, blocks, and clusters. It also proves one can use Prism Element to manage AHV hosts and virtual machines, according to Nutanix.

7. Project Management Professional (PMP): $148,290

PMP certification recognizes project managers who use their skills to successfully manage projects. It represents an elite group of project managers who demonstrate project leadership, experience and expertise. To obtain PMP certification a project manager must meet certain requirements and pass an exam. The PMP test was created by project leaders for project leaders, so each test question can be related to real-life project management experiences.

6. AWS Certified Security - Specialty: $149,741

This credential is designed to help companies identify and develop talent with critical skills for implementing cloud initiatives. Earning the certification validates expertise in securing data and workloads in the AWS Cloud. Required courses focus on best practices for securing data and systems in the cloud. This path covers access management, data, network, and host security and monitoring.

5. AWS Certified Solutions Architect – Associate $155,020

This certification offered by Amazon Web Services (AWS) is for beginners and professionals who operate enterprise architecture programs. It covers deployment of AWS systems, best practices and more. The associate certification covers skills for working with the AWS Cloud, Alexa and other AWS services.

4. Certified Information Systems Security Professional (CISSP): $158,191

Professionals with a CISSP certification are responsible for the safety of information maintained on an organization’s network. They research, develop, implement, assess, and review business information security systems and processes to safeguard data. Certification requires five years of experience as a security professional in two or more of the eight domains outlined in the CISSP, such as cryptography and software development security.

3. GCP - Professional Cloud Architect: $161,371

Professional cloud architects leverage Google Cloud technologies. The job requires an understanding of cloud architecture and Google Cloud. The certification test assesses the ability to design and plan a cloud solution architecture; manage and provision the cloud solution infrastructure; design for security and compliance; analyze and optimize technical and business processes; manage implementations of cloud architecture; and ensure solution and operations reliability.

2. Certified Information Security Manager (CISM): $162,347

Professionals with a CISM a certification are expected to manage a company‘s information security, develop policies and practices, and understand the relationship between information security and business objectives. They monitor computer security in a business. CISM certification is one of four certifications offered by the Information System Audit and Control Association (ISACA). This certification is specially intended for information security managers.

1. AWS Certified Solutions Architect - Professional: $168,080

This designation is one step above the AWS Certified Solutions Architect. It covers advanced skills for deploying and designing applications on the AWS cloud platform, as well as advanced syllabus ranging from databases and application servers to optimal system design.

Thu, 29 Sep 2022 00:00:00 -0500 text/html
Veeam + Nutanix = Simplifying Availability and Scale

Veeam + Nutanix = Simplifying Availability and Scale

The popularity of hyperconverged infrastructure and cloud-based protection has changed the data protection landscape. But one thing hasn’t changed: The pressure on IT teams to meet service level agreements (SLAs). Improving SLAs for data and applications is now a top data protection mandate from IT leadership, according to 34% of ESG survey respondents. And 46% of those respondents say they believe the cloud provides the best level of recoverability. It’s likely a reason a hybrid cloud is now the “de facto model of choice”: Hybrid offers an IT organization the best of both worlds.

Download Now

Mon, 27 Jan 2020 10:04:00 -0600 en-US text/html
Nutanix Channel Chief On New 'Black-Belt' Partner Certification And Transitioning Into A 'True Software Company' In 2018

Leading The Nutanix Channel Charge

Nutanix has a critical year ahead of it in 2018 as the hyper-converged pioneer begins to transform into a software-only company. Tasked with leading its channel community into this new era is Nutanix channel chief Bob Wallace.

"As we're making this transformation in Nutanix into a true software company, channel partners become more important, not less," said Wallace, vice president of channel, OEM and inside sales at Nutanix, in an interview with CRN. "It puts more of the work of bringing this total solution together into the hands of the channel partner."

In an interview with CRN, Wallace explains his channel vision for 2018, new trainings and tools available to partners, and if Nutanix plans to on-board more solution providers this year.

What's the channel charge for 2018?

As we're making this transformation in Nutanix into a true software company, channel partners become more important, not less. We couldn't make this transition into a software company if we didn't already have a foundation of committed channel partners. We couldn't do it. It puts more of the work of bringing this total solution together into the hands of the channel partner. They become that key integration point. If we didn't have those partners, it would be much more difficult to make this transition into software.

What is one big partner initiative this year?

We are expanding the training available. The highest level of training, really a black-belt level of certification that we call NPSX [Nutanix Platform Sales Expert], mirrors our highest and deepest level of technical training, which is called NPX [Nutanix Platform Expert]. Our partners are now able to sign up and achieve that highest level of certification. The NPSX involves an in-person certification and testing around being able to not only communicate the Nutanix messaging, but to be able to accurately deal with questions and concerns that customers have. It's an in-person certification to simulate being in front of a customer.

What makes this certification so unique in the market?

When I was with EMC, we did the same thing for our internal sellers but never offered a certification or this type of training level for partners. It's a big resource commitment from Nutanix because to do an in-person certification takes commitment from executives. That's a big initiative we're rolling out to really make sure that our partners are equipped to be successful in talking about this next-level of enterprise cloud because many of them come from a hardware-centric background and maybe have layered on or expanded into hyper-converged. In an enterprise cloud world, it's exponentially more important to be able to articulate that value to customers.

What else will you be offering solution providers in 2018 to help drive more sales?

We have a tool called XTribe that we use for engaging with customers to really deliver them a source of information. Customers can log in. We provide information to them that's significant to their business and contextual to the products they have – a source of information to get customers into Nutanix. We've extended that in a separate database course into our channel partner seller community. At a high level, it's a rewards program where we can do contests and deliver them prizes that tie them back into Nutanix in a way that makes them like a customer but like also our sales team. I know some vendors have partner training portals, but this really takes it to the next level.

Does Nutanix expect to on-board more partners with the new software-centric approach?

I think we will. We will add some partners that really specialize in software sales. There is an opportunity to get closer to [solution providers] who maybe weren't interested in Nutanix before who are application sellers that are selling the software. VARs that are selling those types of products as opposed to hardware-centric VARs. But it will be fairly minimal.

So you don't expect many changes in the channel this year?

The majority of our change from a channel perspective and our shift to software as a company really ties in with many of the goals that our existing channel partners have already seen. Nutanix partners are willing to be disruptive in the market and see the change that has been coming, which is what Nutanix has been talking about since the beginning. Many of our top partners today have invested in Nutanix because they understood that this shift to software is not a flavor of the month or reactive thing, in my mind, it's the fulfillment of the original promise of Nutanix.

Are partners ready for this shift?

Many of our most successful partners saw this shift coming. They understood that Nutanix would need to not only talk about being a software company, but start operating in the market as a software company. It creates a lot of opportunity for them. They get the opportunity to get engaged with the customers at a more expanded consulting engagement level, bringing the solutions together because we're not only talking about hyper-converged these days, we're talking about enterprise cloud. That's the next wave we've been talking about. … The vision of an enterprise cloud and what people are calling hybrid cloud, we've been talking about that and pointing at how hyper-converged is the first step.

Why are solution providers sticking with Nutanix when there's larger hyper-converged players now like Cisco-Springpath and Hewlett Packard Enterprise-SimpliVity?

Our partners gravitated to Nutanix because when they look at the options in the market, they can see that the completeness of vision from many of [our competitors] are dead end and/or is kind of a me-too approach.

It's also how we treat them. We are really partners. For manufacturers in many cases, it's very one-sided. It's an arrogant approach to looking at channel partners and doing score cards on channel partners. The traps that they walk into is that many manufacturres get fired by their channel partners, they just never know it. So we take a different approach to understand from them, 'What is it you're looking to get out of Nutanix and this partnership? How is our own score card?' So that way we don't get fired by our channel partners.

What percentage of Nutanix sales are direct versus indirect?

It's nearly 100 percent. There may have been a customer we went direct with, maybe a government customer, but our policy is 100 percent channel. Our reps don't do direct deals.

Why should partners increase their Nutanix investment in 2018?

Our channel program is really focused around driving the competency of our partners around Nutanix. One of the key benefits of moving from just being an authorized partner to a higher-level Gold or Platinum partner is the engagement of our channel sales organization. From a strategy perspective, our basic tenet is focused partners. My organization has designated and defined those partners that we as a company are going to invest in. It's about the partners who are making the commitment and investment in working with us. At the lower tier, they don’t get the benefits of working with us or our investments from an MDF or access perspective.

How many 'focused partners' have you chosen?

We have picked out a select per-region group of partners. It's several hundred per theater. It essentially requires them to make a commitment to Nutanix, then Nutanix will invest back in them from a deal registration perspective, the pricing from Nutanix and access to MDF programs.

Why should partners be pumped about Nutanix in 2018?

Nutanix is only limited by our ability to tell customers about what we do and what we can do for them. It's an exceptional product. The challenge we have is that the majority of people who understand what we do want to take the next step. Then the majority of people who receive a demo on it want to try it; and the majority of people who try it, buy it; and then the majority of people who buy it, buy again and buy more the next time. We need to get what we can do for customers in front of as many people as possible. The key to that reach and leverage is this commitment to our channel community. We have an ecosystem of partners that we've grown with over the years and they're giving us that reach.

Fri, 05 Jan 2018 05:12:00 -0600 text/html
LLM series - Nutanix: Boxed for builders, how to forge & create developer AI tools

This is a guest post for the Computer Weekly Developer Network written by James Sturrock in his position as director of systems engineering, UK&I at Nutanix.

Sturrock writes as follows in full…

As we look out across the topographies that today describe modern enterprise software stacks, systems and solutions, we can clearly see that Artificial Intelligence (AI) – whether that be predictive, reactive or generative AI – has now become a core mandate.

With generative AI coming to the fore and now promising to bring accelerating automation advantages to every conceivable application we use, it may appear to be a case of boiling the ocean, drinking from a firehose and moving heaven and earth for IT departments that have yet to really embark on this journey. It can certainly seem like a daunting task, so where should we start?

Firstly, let’s remind ourselves how AI should be implemented.

AI use cases

Organisations in all industries now have the opportunity to recognise how AI can be used to amplify business security and reliability; many firms will find that AI can be applied to enhance data protection and Disaster Recovery (DR) as key cornerstones.

We can also remind ourselves how broad the application of AI can (and arguably should) be. This is because AI isn’t confined to one location, a large proportion of firms should think about how to boost their AI edge computing strategy investment as it exists in the Internet of Things (IoT).

But for AI to be truly effective, an organisation needs to be able to evidence a commensurate level of data management competency. In this age of cloud, it makes sense to identify platforms that can deliver integrated enterprise data services and security to protect the company’s AI models and data. It’s no good having bad data i.e. poorly parsed, deduplicated, unstructured or unsecured, but EVEN WHEN an organisation has good data, it’s no good if the business information streams are offline – this is a platform-level progression and it should be regarded as such.

A before AI

Getting AI running in an already-operational business is a team effort. This means working with both data scientists and developers (plus of course business stakeholders) to bridge the gap between their worlds and be able to use AI via platforms that deliver cloud-like operations to enable seamless access to workloads and data…

Nutanix’s Sturrock: Focus on key foundational structures at the infrastructure level for AI foundation models.

… and, as a secondary but no less fundamental point here, if we had to add another A before the AI in AI, it would be accessibility, adaptability and application applicability. This means that AI-empowered applications should be accessible and adaptable from the start. Organisations need to be able to buy, build, or modify AI models and data from any source; they should then be able to run them anywhere that their business requires the injection of AI to manifest itself.

But as much as we have said thus far (and to further validate our A for accessibility) we must also remember that using generative AI should not require a fully-blown subscription to a Cloud Services Provider (CSP) hyperscaler.

Our own CEO Rajiv Ramaswami reminds us that because many IT teams are still in a prototyping phase with AI, they are almost ‘playing’ with it in terms of discovering how its benefits can be captured, harnessed and indeed monetized. But we know that AI requires solid infrastructure and there is already a shortage of GPUs. It may be easy enough to build an AI model in the public cloud, but implementation is much more cost-effective in a hybrid cloud.

AI to go, carry out

There’s a packaging process happening here.

You could call it packaged generative AI, you could call it a compartmentalised intelligence services framework (if you wanted to make heads spin and over-jargonise it)… or you could just call it GPT-in-a-box – spoiler alert, we did call it that and it means that when software application developers are looking at the massive learning curve they face to gain competency with LLM data science techniques, there are shortcuts which help validate (there’s that word again, sorry) the use of these technologies in live production environments. This is a turnkey software-defined solution designed to seamlessly integrate generative AI and AI/ML applications into an organisation while keeping data and applications under your control.

When firms look at the consolidation factor that they can achieve in modern IT stacks, they can think about bringing together unified storage for data and their MLOps stack in one place.

As our own, VP of system engineering Paulo Perreira has previously explained, “Companies see the potential of generative AI and want to get the same results. But they wonder whether they want to bring their data to the cloud. Your internal data becomes part of the public domain. But models by themselves are worthless without data. GPT-in-a-box uses open-source models and trains them with private data. Users thus retain control over their data because it stays within the organisation. Companies see the potential of generative AI and want to get the same results. But models are worthless without your data.”

Underlying mechanics for developer AI

The goal of this discussion is to consider the environments required for developers to be able to work with Large Language Models (LLMs) and for that engineering to result in AI & ML models that are functional, bias-free, cost effective, safe and secure. For any of that to happen, software teams need to look at the underlying mechanics and supporting platforms that they execute these workloads with, on, through and over. That means looking for cloud substrate services that can cope with the model training and the resulting generative AI that is delivered.

We presume that a deep understanding of pre-trained model training leads to better decision-making for LLM system design, including model sizing, dataset sizing and compute infrastructure provisioning. Some customers might need to train a pre-trained model from the ground up because their datasets are very different. The compute infrastructure provisioning for LLM pre-training can be a complex endeavour, especially when we start to think about concerns related to data privacy, data sovereignty and data governance.

Once again, this is a platform play consideration and developers need to think about the back-end before they build the front-end.

MLOps is tops

As we move ahead in this space and start to enable an increasing number of tools for generative AI software development, we are already working to ensure we can balance the infrastructure services beneath.

Due to significant advancements in machine learning over the past few years, AI models can now be applied to a wide range of complex tasks. We will need to embrace MLOps as a key methodology to underpin the lifecycle of models and ensure that MLOps consists of workflows for the different pieces of the lifecycle including training, inference, hyperparameter tuning etc.

There is complexity here, but there is also key foundation support at the infrastructure level for the foundation models that we now drive into our LLM-empowered generative AI development. It’s time to look ahead, but make sure we have our ‘feet’ planted on the right infrastructure and cloud platform first.

Mon, 18 Dec 2023 16:16:00 -0600 en text/html
8 Best CBD Gummies for January 2024

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CBD gummies are convenient and discreet and may benefit sleep, anxiety, and pain. Here, we discuss and review our top picks from Cornbread Hemp, Medterra, CBDistillery, and more.

Is CBD legal?The 2018 Farm Bill removed hemp from the legal definition of marijuana in the Controlled Substances Act. This made some hemp-derived CBD products with less than 0.3% THC federally legal. However, CBD products containing more than 0.3% THC still fall under the legal definition of marijuana, making them federally illegal but legal under some state laws. Be sure to check state laws, especially when traveling. Also, keep in mind that the FDA has not approved nonprescription CBD products, and some products may be inaccurately labeled.

Disclaimer: All the products tested below were tried by Healthline writers or editors, who received the products for free. All opinions are their own.

This table compares the products in this article on type, price, and more.

People may wish to consider the benefits and drawbacks of CBD gummies before purchasing.

Before purchasing CBD gummies, a person may wish to consider the following:

  • Hemp source: People may think about buying from companies that source hemp responsibly. Several companies use hemp grown in the United States, whereas others use hemp from other countries.
  • THC content: Hemp products with less than 0.3% THC are legal on a federal level. It is essential to check the THC content of a product before purchasing.
  • Unproven medical claims: The FDA has only approved one CBD prescription drug for medical use. The FDA states that people who buy CBD products claiming to treat serious conditions such as cancer, mental health conditions, diabetes, and Alzheimer’s disease should not delay receiving care from a healthcare professional.
  • COA: Products should have a COA detailing the ingredients and contaminant testing results. If a COA is unavailable on a company’s website, a person may wish to contact the company to read the certificate before purchasing a product.

The endocannabinoid system affects the central nervous system and how the body responds to internal and external stressors.

CBD works with other cannabinoids to bind to cannabinoid receptors in the endocannabinoid system. However, CBD does not cause a person to become “high.” There are two primary cannabinoid receptors: CB1 receptors, which are present in the central nervous system and the brain, and CB2 receptors, which increase expression after injury and inflammation.

Gummies may contain one of three main variations of CBD. These are:

  • Full-spectrum CBD: This contains all the phytochemicals that occur naturally in the cannabis plant, such as various other cannabinoids, terpenes, and oils. It also includes a trace amount of THC, the psychoactive compound in cannabis that produces a “high.” THC binds to and may activate CB1 receptors, leading to the effects of this compound.
  • Broad-spectrum CBD: This contains all the phytochemicals in the cannabis plant but no THC.
  • CBD isolate: This is the pure form of CBD.

Due to a lack of regulation, companies and consumers sometimes confuse these terms — particularly broad-spectrum CBD and CBD isolate — and use them incorrectly.

Companies that manufacture CBD gummies usually state the best use for them on their websites or product packaging.

Some brands claim a person can take the gummies anytime during the day. Others suggest taking the gummies either at night or in the morning.


There has been very little research into how much CBD an individual should take. Companies tend to state a recommended dosage on the label of their CBD products and suggest starting at a low dose. It is important not to exceed this dosage and to lower it or stop taking CBD immediately if a person experiences any side effects.

People should consider the milligrams of CBD in each dose. Most CBD companies suggest starting with a small dose and gradually increasing it as necessary.

Individuals should not exceed the recommended dose listed on the product packaging.

Learn more about CBD dosages.

A person should consult a doctor before taking any supplements. This is particularly important with CBD gummies. CBD can cause liver problems in some people and may affect male reproductive systems.

In addition, to avoid the risk of potentially harmful interactions, people who take prescription medications should check with a healthcare professional before using CBD gummies.

CBD gummies are a convenient and discreet way of ingesting CBD and can be worth the expense if they relieve mild symptoms of anxiety, stress, or help ease sleeping problems — and early research suggests they can. However, their effect on people will depend on the dose and type of CBD in the gummy. Higher doses will produce more noticeable effects but may not suit people new to CBD.

Some options from our range of the seven best CBD gummies include:

These options offer various flavors, doses, and CBD types. Some are also suitable for smaller budgets.

A person should start with the lowest potency of CBD per gummy and then increase the potency until they achieve the desired effect. This amount will differ from person to person.

Most gummies for everyday use contain 10–25 mg of CBD per gummy. High potency options have a CBD content of 50 mg or more.

One of the strongest CBD gummies on the market is cbdMD’s Broad Spectrum Gummies, which contain 100 mg CBD per gummy.

The FDA states several side effects and potentially serious conditions can occur when using cannabis and CBD.

These side effects may include:

  • drowsiness and sleepiness
  • diarrhea
  • appetite loss
  • irritability and agitation

The FDA also warns that cannabis and CBD products could cause liver injury and may interact with other drugs a person is taking, leading to serious side effects. Additionally, the FDA notes that animal studies show CBD may negatively affect male fertility.

Many reviewers find CBD gummies are effective for lifting the mood and managing stress, and taking CBD in gummy form is convenient and discreet. A person will have to evaluate the effectiveness of CBD gummies depending on their needs and expectations.

A high potency, full-spectrum CBD gummy may be best for pain, although scientific research backing up CBD use for pain is limited. Learn about the best strongest CBD gummies.

Consuming CBD gummies is an easy and discreet way of taking CBD for pain relief, depression, anxiety, or other health issues. Many CBD products are on the market, and some may be better than others.

The FDA does not approve any over-the-counter (OTC) CBD products. A person should research multiple brands and products before making a purchase.

People should also consider the type of CBD a product contains.

People new to CBD may wish to start with a low dose option, such as 5 mg, and increase their intake slowly as their symptoms require.

People should look for companies that provide proof of independent, third-party laboratory testing to ensure their products contain the listed ingredients.

Anyone looking to use CBD for anxiety or depression should speak with a healthcare professional first. This is because CBD could interact with other medications they are taking, such as prescription anti-anxiety medications.

Wed, 13 Dec 2023 10:01:00 -0600 en text/html
IAR Systems announces availability of RISC-V development tools with certification for IEC 61508 and ISO 26262

The functional safety edition of IAR Embedded Workbench for RISC-V is certified by TÜV SÜD and delivers guaranteed support through the product life cycle

Uppsala, Sweden—March 4, 2021—IAR Systems®, the future-proof provider of software tools and services for embedded development, announces the availability of a certified edition of its development toolchain for RISC-V. The functional safety edition of IAR Embedded Workbench® for RISC-V is certified by TÜV SÜD according to the requirements of IEC 61508, the international umbrella standard for functional safety, as well as ISO 26262, which is used for automotive safety-related systems. In addition, the certification covers the international standard IEC 62304, which specifies life cycle requirements for the development of medical software and software within medical devices, and the European railway standards EN 50128 and EN 50657. Also covered are IEC 60730 for Household Appliances, ISO 13849 and IEC 62061 for Machinery Control Systems, IEC 61511 for Process Industry and ISO 25119 for Agriculture and Forestry.

Functional safety is one of the most important features in many embedded systems and companies must consider development tools as an integral part of the system certification. The proof of compliance for the tools increases cost and time of development. To solve this problem, IAR Systems provides certified editions of the complete compiler and debugger toolchain IAR Embedded Workbench. The tests performed and quality assurance measures implemented by IAR Systems have shown that IAR Embedded Workbench for RISC-V complies with the testing criteria specified by the respective standards and is suitable for use in safety-related development. IAR Embedded Workbench is certified by TÜV SÜD.

IAR Embedded Workbench for RISC-V is a complete development toolchain including the highly optimizing IAR C/C++ Compiler™ and the feature-rich C-SPY® Debugger. The software is complemented by native debugging and trace probes. The debug probe I-jet supports on-chip RAM buffered trace, in addition to fast JTAG/cJTAG/DAP debug and is complemented by the powerful trace probe I-jet Trace, which can livestream trace information for code coverage and profiling purposes.

The functional safety edition of IAR Embedded Workbench includes a functional safety certificate, a safety report from TÜV SÜD and a Safety Manual. With the certified tools, IAR Systems provides a Functional Safety Support and Update Agreement with guaranteed support for the sold version for the longevity of the contract. Along with prioritized technical support, the agreement includes access to validated service packs and regular reports of known deviations and problems. Functional safety certification for IAR Embedded Workbench for RISC-V, version 1.40, is available now. Learn more about the toolchain at

About IAR Systems

IAR Systems supplies future-proof software tools and services for embedded development, enabling companies worldwide to create the products of today and the innovations of tomorrow. Since 1983, IAR Systems’ solutions have ensured quality, reliability and efficiency in the development of over one million embedded applications. The company is headquartered in Uppsala, Sweden and has sales and support offices all over the world. Since 2018, Secure Thingz, the global domain expert in device security, embedded systems, and lifecycle management, is part of IAR Systems Group AB. IAR Systems Group AB is listed on NASDAQ OMX Stockholm, Mid Cap. Learn more at

Sun, 07 Mar 2021 01:46:00 -0600 en text/html
Best Online Learning Platforms in Canada 2023

We independently select all products and services. This article was written by a third-party company. If you click through links we provide, The Georgia Straight may earn a commission. Learn more

Online learning has become increasingly popular in accurate years, providing individuals with a flexible and accessible means of acquiring new skills and knowledge. With so many online learning platforms available, it can be overwhelming to choose the right one for your needs. This article will explore some of the best online learning platforms of 2023, providing an overview of their features, benefits, and drawbacks.

PCMag, a reputable technology review site, has ranked the top online learning platforms for all kinds of non-matriculated learning, from free to paid. The platforms were evaluated based on factors such as video lectures, quizzes, and interactive content. Another platform, LearnWorlds, offers a comprehensive comparison of 30 online learning platforms, from Udemy to Skillshare, to help individuals find the right platform for their needs and budget. Meanwhile, Verywell Family provides a detailed comparison of the pros and cons of different online learning platforms, including Coursera, Udemy, and Skillshare, for different syllabus and interests.

Top Online Learning Platforms

When it comes to online learning platforms, there are several options available. Here are some of the top online learning platforms that offer a variety of courses and programs:


Coursera is a popular online learning platform that offers courses from top universities and institutions around the world. It offers both free and paid courses, and the paid courses come with a certificate upon completion. Coursera has a vast range of courses available, from computer science to business and language learning.


Udemy is a popular online learning platform that offers courses on a wide range of topics. It has over 130,000 courses available and is known for its affordability. Udemy courses are created by experts in their respective fields, and the platform offers both free and paid courses.

Khan Academy

Khan Academy is a non-profit organization that offers free online courses on a variety of subjects, including math, science, and humanities. It is a great resource for students of all ages, from elementary school to college. Khan Academy’s courses are self-paced, and it offers a personalized learning experience.

LinkedIn Learning

LinkedIn Learning is an online learning platform that offers courses on business, technology, and creative skills. It is a great resource for professionals who want to develop new skills or advance in their careers. LinkedIn Learning offers both free and paid courses, and it is integrated with LinkedIn, making it easy to showcase your new skills to potential employers.


Skillshare is an online learning platform that offers courses on creative skills, such as graphic design, photography, and writing. It is a great resource for artists and creatives who want to Excellerate their skills or learn new ones. Skillshare offers both free and paid courses, and it has a community of learners and teachers who provide feedback and support.

In conclusion, these are some of the top online learning platforms available. Each platform offers a unique learning experience, and learners can choose the one that suits their needs and interests the most.

Understanding Online Learning Platforms

Online learning platforms are software applications that enable learners to access educational content and resources via the internet. These platforms are designed to provide a flexible and convenient way for learners to acquire knowledge and skills from anywhere in the world, at any time. Online learning platforms have become increasingly popular in accurate years, especially with the rise of remote work and distance education.

Online learning platforms typically provide a wide range of educational resources, including video lectures, interactive quizzes, assignments, and discussion forums. Some platforms also offer live classes and webinars, enabling learners to interact with instructors and fellow students in real-time. Many online learning platforms also provide certification or accreditation upon completion of a course or program.

When choosing an online learning platform, it’s important to consider factors such as the quality of the content, the reputation of the platform, and the cost. Some platforms offer free courses, while others require a subscription or payment per course. It’s also important to consider the level of support and resources provided by the platform, such as customer service, technical support, and access to additional learning resources.

Below is a table summarizing some of the key features and considerations when choosing an online learning platform:

Feature Considerations
Content Quality, relevance, and diversity of courses and resources
Reputation User reviews, ratings, and industry recognition
Cost Free vs. paid options, subscription vs. pay-per-course
Support Customer service, technical support, and access to additional resources
Accreditation Availability of certification or accreditation upon completion of courses or programs

Overall, online learning platforms offer a convenient and flexible way for learners to acquire knowledge and skills from anywhere in the world. By considering the key features and considerations outlined above, learners can choose the platform that best meets their needs and helps them achieve their educational goals.

Choosing the Right Platform

When it comes to choosing the right online learning platform, there are a few factors to consider. Here are some key things to keep in mind:

User Interface

The user interface of an online learning platform can make a big difference in how easy and enjoyable it is to use. Look for a platform that has a clean, intuitive interface that is easy to navigate. Some platforms also offer mobile apps, which can be useful if you want to learn on the go.

Course Variety

The variety of courses offered by an online learning platform is another important consideration. Look for a platform that offers a wide range of courses in your area of interest. Some platforms specialize in certain subjects, while others offer a more diverse selection.

Pricing Models

Different online learning platforms have different pricing models. Some charge a flat fee for access to all courses, while others charge per course or offer a subscription model. Consider your budget and how much you are willing to spend on online learning when choosing a platform.

Certification Availability

If you are looking to earn a certification or degree through an online learning platform, make sure to check if the platform offers this option. Some platforms offer certificates of completion for individual courses, while others offer full degrees or certifications.

Overall, it’s important to do your research and choose an online learning platform that meets your individual needs and goals. By considering factors like user interface, course variety, pricing models, and certification availability, you can find the right platform for your learning journey.

Benefits of Online Learning

Online learning has become increasingly popular in accurate years, and for good reason. Here are some of the benefits of online learning:


One of the most significant advantages of online learning is flexibility. Online courses allow students to learn at their own pace and on their own schedule. This is especially beneficial for students who have work or family commitments, as they can fit their coursework around their other responsibilities.


Online learning is also incredibly convenient. Students can access course materials from anywhere with an internet connection, which means they can study from home, the library, or even a coffee shop. This eliminates the need to commute to a physical classroom, which can save time and money.


Online learning also allows for a more personalized learning experience. Students can choose courses that align with their interests and career goals, and they can work at their own pace. Additionally, online courses often offer a variety of resources and materials to accommodate different learning styles.


Online learning can also be more cost-effective than traditional classroom learning. Tuition fees for online courses are often lower than those for traditional courses, and students don’t have to worry about additional costs like transportation or housing.

Improved Technology Skills

Finally, online learning can help students develop their technology skills. As online courses require the use of various technologies, students will become more proficient in using these tools. This can be a valuable skill in today’s digital world.

Overall, online learning offers many benefits that make it a compelling option for students looking to further their education.

Challenges of Online Learning

Online learning has become increasingly popular in accurate years, thanks to its convenience and flexibility. However, it also comes with its own set of challenges that learners and educators must overcome. Here are some of the most common challenges of online learning:

Technical Issues

One of the most significant challenges of online learning is technical issues. Learners may not have access to the resources they need to log in and complete remote learning. If they’re working from home, they may be on an older operating system than your in-office computers. Or, they may have low-bandwidth internet with a spotty connection. Technical issues can hinder the learning process and lead to frustration and disengagement.

Lack of Structure

Another challenge of online learning is the lack of structure. Without a set schedule and routine, learners may struggle to stay focused and motivated. They may also find it challenging to manage their time effectively and balance their work, family, and personal responsibilities.

Social Isolation

Online learning can be a solitary experience, which can lead to social isolation. Learners may miss the social interaction and support they would typically get in a traditional classroom setting. This can lead to feelings of loneliness, disconnection, and disengagement.


Online learning requires a high level of self-motivation and discipline. Without the pressure of a physical classroom and face-to-face interaction with an instructor, learners may struggle to stay motivated and engaged. They may also find it challenging to stay on track and complete assignments on time.

Technology Overload

Finally, online learning can be overwhelming, with learners being bombarded with emails, notifications, and other digital distractions. This can lead to information overload and make it difficult for learners to focus on their studies.

Overall, online learning offers many benefits, but it also comes with its own set of challenges. By being aware of these challenges and taking steps to overcome them, learners and educators can ensure a successful online learning experience.

Future of Online Learning

The future of online learning looks bright as technology continues to advance and more people gain access to the internet. Here are some trends to keep an eye on:

1. Adaptive Learning

Adaptive learning is a trend that has been gaining popularity in accurate years. It involves using technology to create personalized learning experiences for each student. By analyzing data on how a student learns and what they struggle with, the system can adjust the learning materials to better suit their needs. This approach has the potential to make learning more efficient and effective.

2. Social Learning

Social learning is another trend that is likely to become more popular in the future. It involves using technology to facilitate collaboration and interaction between students. This can take the form of online forums, group projects, or peer-to-peer learning. By harnessing the power of social dynamics, social learning can help students learn from each other and develop important skills like communication and teamwork.

3. Mobile Learning

As more people around the world gain access to smartphones and other mobile devices, mobile learning is becoming increasingly important. This approach involves creating learning materials that are optimized for mobile devices, such as short videos or interactive quizzes. Mobile learning can be especially useful for people who live in areas with limited access to traditional educational resources.

4. Virtual Reality and Augmented Reality

Virtual reality (VR) and augmented reality (AR) are two technologies that have the potential to revolutionize online learning. VR can create immersive learning experiences that simulate real-world environments, while AR can overlay digital information onto the physical world. Both of these technologies can make learning more engaging and interactive, allowing students to explore complex concepts in a more intuitive way.

Overall, the future of online learning looks promising. As technology continues to evolve, we can expect to see more innovative approaches to education that make learning more accessible, engaging, and effective.

Frequently Asked Questions

What are some of the top online learning platforms available for K-12 students?

Some of the top online learning platforms available for K-12 students include ASU Prep Digital, K12, and Connections Academy. These platforms offer a variety of courses and programs that cater to different learning styles and needs.

Which online learning platforms offer the best free courses?

Some of the best online learning platforms that offer free courses include Khan Academy, edX, and Coursera. These platforms offer a wide range of courses from top universities and institutions, and are a great resource for learners who want to expand their knowledge and skills without breaking the bank.

What are some alternatives to Coursera for online learning?

Some alternatives to Coursera for online learning include Udemy, Skillshare, and LinkedIn Learning. These platforms offer a variety of courses and programs that cater to different interests and skill levels, and are a great resource for learners who want to learn at their own pace.

Can you recommend some of the best online learning platforms for IT professionals?

Some of the best online learning platforms for IT professionals include Pluralsight, Udacity, and Codecademy. These platforms offer a variety of courses and programs that cater to different levels of expertise, and are a great resource for IT professionals who want to Excellerate their skills and stay up-to-date with the latest trends and technologies.

What are some of the most popular educational platforms currently available?

Some of the most popular educational platforms currently available include Udemy, Coursera, and Khan Academy. These platforms offer a wide range of courses and programs that cater to different interests and skill levels, and are a great resource for learners who want to expand their knowledge and skills.

Which online learning platforms are commonly used in schools?

Some of the online learning platforms that are commonly used in schools include Google Classroom, Edmodo, and Schoology. These platforms offer a variety of tools and resources that make it easy for teachers to create and manage online courses and assignments, and for students to access and submit their work.

Tue, 26 Dec 2023 10:00:00 -0600 en-US text/html

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