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OUR BLOG


Month: August 2022

3 New Steps were Introduced to the Process of Data Mining that Ensure Effective AI

Posted on August 31, 2022 by Marbenz Antonio

Cos'è il Data Mining, a cosa serve e dove si applica

Data scientists can unintentionally introduce human bias into their models since we are sometimes so driven to create the ideal model. Usually, bias is introduced through training data, increased, and then encoded in the model. Such a model may have major consequences if it is put into production, such as inaccurate credit scores or health assessment predictions. Regulatory standards for model fairness and reliable AI are intended to stop biased models from entering production cycles across a variety of industries.

When creating a model pipeline, a good data scientist must take into account two important factors:

  1. Bias: People of different groups (or races, genders, ethnic groups, etc.) are usually biased against a model that generates predictions for them.
  2. Unfairness: a model that predicts in ways that steal individuals of their property or rights without their knowledge

It might be difficult to recognize and define bias and unfairness. Data risk assessment, model risk assessment, and production monitoring should be added as additional elements to the conventional data mining process to help data scientists in reflecting on and identify potential ethical concerns.

1. Data risk assessment

A data scientist can analyze any imbalances between various groups of people and the goal variable in this step. For instance, we continue to see that men are still more frequently accepted for managerial positions than women. However, since it is unlawful to discriminate against applicants for jobs based on their gender, you could counter that gender is irrelevant and should be eliminated in order to balance the model. But what other effects might the removal of gender have? To determine whether the present checks are sufficient to limit potential bias in the model, this step should be discussed with the appropriate specialists before being taken.

To guarantee that the training data is as similar as feasible to the data used in real-time in the production environment, the purpose of data balancing is to mimic the distribution of data used in the production. Therefore, even if the first instinct is to eliminate the biased variable, this course of action is unlikely to provide a solution. Variables are usually correlated, and bias might enter the model by hiding in one of the associated fields and acting as a substitute proxy. To make sure the bias is genuinely gone, all associations should be checked before being removed.

2. Model risk management

Model forecasts have immediate and significant ramifications; in fact, they have the power to completely alter someone’s life. Your life may be negatively impacted if a model predicts that you have a poor credit score since you may find it difficult to obtain credit cards and loans, find housing, or obtain affordable interest rates. Additionally, if you don’t learn why you got a bad grade, you have little chance of improving.

A data scientist’s responsibility is to make sure a model produces the fairest results for everyone. If the data are biased, the model will take that bias into account and produce inaccurate predictions. Black-box models produce excellent results, but because they are difficult to comprehend and understand, it is impossible to look for red signs that might indicate unfairness. Therefore, a thorough examination of model results is required. Data scientists must evaluate the trade-off between interpretability and model performance and choose models that best meet both demands.

3. Production monitoring

Data scientists usually submit their finished models to the MLOps team. When the new model data is used, it may introduce a new possibility for bias or increase the bias that was previously ignored due to a lack of effective supervision. Production data might introduce bias into the model and data and cause performance or consistency to veer off course. Using a tool like IBM Watson Studio, it’s important to manage models by implementing appropriate alarms signaling deterioration of model performance and a system for determining when to retire a model that’s no longer fit for usage. Once more, data quality should be monitored by contrasting the distribution of production data with the data used to train the model.

Responsible data science involves thinking beyond the code and performance of the model, and it is greatly influenced by the data you are using and how reliable it is. In the end, bias prevention is a challenging but essential procedure that ensures that models imitate the proper human processes. This doesn’t imply that you should take any new actions, but it is vital to reconsider and reframe the work that data scientists already undertake to make sure that it is done in a responsible manner.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in IBMTagged IBM, IBM TrainingLeave a Comment on 3 New Steps were Introduced to the Process of Data Mining that Ensure Effective AI

Intelligent Asset Management requires Data

Posted on August 31, 2022 by Marbenz Antonio

IT Asset Management

Real-time data-driven insights for predictive maintenance, monitoring, and management across sectors are provided by intelligent asset management.

The new way of doing business is to prepare for interruptions. Industrial businesses are depending more on operational technology (OT) and IT data integration to stay ahead in a quickly changing environment. This enables them to switch from time-based to predictive maintenance, monitoring, and management. However, gathering and drawing conclusions from data that is spread over several apps, old databases, devices, sensors, and other sources is a difficult task. In actuality, only one-third of company data has been utilized. Data is useless if companies can’t use it to create value.

IAM, or intelligent asset management, plays a role in this.

IBM’s intelligent asset management, which was unveiled today at MaximoWorld, combines strong solution suites for asset management, facilities management, and environmental intelligence in a single, integrated location. It enables the entire business to make better informed, anticipatory decisions in important operational and functional domains, from the C-suite to the frontlines and all down the supply chain. All competitors can:

  • Utilizing asset and sustainability performance management tools, monitor and assess operations for a 360-degree perspective of internal and external data to balance net income with net-zero goals.
  • Manage assets, infrastructure, and resources, including new connectors between Maximo and TRIRIGA to combine best practices across property, plant, and equipment, to optimize and prioritize operations that benefit the bottom line.
  • Improve the quality of your goods and services using artificial intelligence (AI) and cutting-edge technology to boost customer satisfaction, save costs, and improve the occupancy experience.

Through a comprehensive approach to asset management, IAM needs to break the boundaries between these typically segregated data sources, software-defined to untangle their data and integrate sustainability and resiliency into their operations. Just a few instances of how clients are now using IAM are shown below.

Developing a complete digital utility

The New York Power Authority is one illustration (NYPA). The NYPA wants to become the first fully digital public power utility in the country. It is presently the largest state public power organization in the US. The organization’s VISION2030 strategic plan, which offers a plan for changing the state’s energy infrastructure into a clean, dependable, resilient, and affordable system over the next ten years, includes this ambitious goal.

The NYPA went to for assistance in integrating its Fleet Department and streamlining its asset management system. The Assets, Inventory, Planning, Preventive Maintenance, and Work Order modules from Maximo are just a few of the solutions that the NYPA already employs to manage its generation and transmission operations. However, to manage its fleet, its Fleet Department continued to use standalone, independent software, which prevented cross-organizational insight into vehicle data. The Fleet Department is assisting in ensuring the best management of almost 1,600 NYPA vehicles with the use of the Maximo for Transportation solution. Utilizing this one source decreases operational downtime, lowers expenses, and increases worker productivity. It also supports the decarbonization of New York State aims of the NYPA for sustainable energy.

Utilizing weather forecasts to distribute electricity throughout India

Leading businesses are also utilizing IAM solutions to boost their ability to adapt to change and maintain business continuity. They are using resources like the IBM Environmental Intelligence Suite, which offers advanced analytics, to prepare for disruptive weather occurrences, respond to them, prevent outages, and more.

India has made enormous progress in recent years toward guaranteeing that every organization that uses energy has access to the power they require. However, the nation had issues with the dependability and effectiveness of these programs. Government representatives had to manually calculate energy estimations using spreadsheets that could only take previous energy usage into account. This procedure allowed a lot of possibilities for waste, inefficiencies, and loss of profits. To truly understand all the factors influencing demand, officials required a new approach.

An AI-based demand forecasting system was developed in collaboration with IBM by Mercados EMI, a well-known consultancy company in Delhi that specializes in resolving issues in the energy sector. Officials were able to properly forecast when and where electricity will be consumed depending on environmental circumstances thanks to a model that combined historical demand data with weather pattern information from The Weather Company’s History on Demand data package. With the help of this information, Mercados was able to offer utilities demand projections with an accuracy rate of up to 98.2%, lowering the probability of outages while maximizing their purchasing costs. This made it possible for officials to balance supply, demand, and consumer costs more effectively overall.

AI and IoT help keep cities sustainable and safe

Making sure this lightweight infrastructure can also deliver fast insights from real-time scenario data becomes essential as the economics of employing AI and monitoring assets remotely become more advantageous than huge supervisory systems. When it comes to environmental challenges, this difficulty is especially acute because real-time understanding when connecting municipal systems and infrastructure resources can make all the difference.

Australia’s Melbourne serves as an illustration. The severity of rainfall events is increasing in Melbourne as a result of climate change. More than 50 mm (2 in) of rain poured in less than 15 minutes in 2018, causing flash floods and major power disruptions.

The city’s water management company, Melbourne Water, maintains a huge drainage system with almost 4,000 pits and grates to help give protection from flooding. The stormwater drainage system needs routine inspection and upkeep to operate correctly, which necessitates thousands of man hours annually, frequently performed in the most hazardous circumstances.

Because of this, Melbourne Water began using IBM Maximo Application Suite’s AI-driven visual inspection technology. As a result, they were able to employ cameras to gather real-time data about their stormwater system and then use AI to assess the condition and find obstructions. Crews can concentrate on the areas that pose the greatest risk to Melbourne and its residents because Maximo enables a simple connection between management, monitoring, and maintenance data and apps.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in IBMTagged IBM, IBM TrainingLeave a Comment on Intelligent Asset Management requires Data

Using Technology to Assist in the Transition to Net Zero

Posted on August 31, 2022 by Marbenz Antonio

Net Zero and the Digital Transformation - Flare Solutions

The need for reliable data and analytics to support this journey is growing as businesses all over the world concentrate on reducing greenhouse gas (GHG) emissions to fulfill their net zero commitments. The subject of a recent Verdantix Green Quadrant study is technology providers of carbon management software.

We are pleased with IBM’s performance in the Verdantix Green Quadrant: Enterprise Carbon Management Software research for 2022. The report is a welcome affirmation of our market-leading position and motivates us to keep moving forward with the expansion of important functions and capabilities in this area. Furthermore, it demonstrates the connections we have created between Envizi, the IBM Environmental Intelligence Suite, and other vital tools.

Verdantix GQ Enterprise Carbon Management Software 2022

The Verdantix paper focuses on essential features necessary to deliver carbon management results, such as data quality control, renewable energy sources, and the capacity to quantify and monitor actual climate risk. In the Verdantix Green Quadrant, IBM received the highest overall score for enterprise carbon management thanks to its outstanding performance across all three of these categories. The report’s authors, who highlighted that IBM “provide customers a 360-degree picture of GHG emissions throughout their operations with integrated tools for climate risk assessment,” emphasized the importance of this.

The paper offers a thorough fact-based analysis of the top 15 providers of carbon management software. It offers a list of capability standards that will be valuable to any business evaluating various goods in this market, such as:

  • Data acquisition
  • Data management
  • Data modeling (scope 1, 2, and 3)
  • Data quality control
  • Carbon accounting methodologies
  • Carbon emissions calculation engine
  • Renewable energy sourcing and contracts
  • Net zero strategy development and implementation
  • Carbon disclosure management
  • Physical climate risk
  • Organizational data management

Data and AI are core to accelerating your sustainability journey

Setting up a data and systems architecture to track current performance and provide information for the operationalization stage, which involves integrating sustainability decision-making into regular corporate operations, is the next step after deciding on your sustainability strategy and goals.

Envizi is built to gather, manage, and extract insights from sustainability data as the fundamental data layer of your sustainability software stack. It offers a thorough single system of record and supports the integration technology needed to send and receive data from data lakes or any other data sources, including metering systems, IoT platforms, utility providers, ERP systems, and other third parties whose data is required to calculate a thorough GHG emissions footprint. Our Environmental Intelligence Suite, which uses meteorological, temperature, and environmental data to evaluate physical climate risk, complements this functionality.

Envizi can communicate with a growing number of IBM systems for enhancing operational performance, such as TRIRIGA and Maximo. Additional connection solutions are now being developed, and by the end of 2022, Turbonomic and the Supply Chain Intelligence Suite are expected to be available.

Sustainability objectives are in line with corporate goals thanks to our pragmatic approach. We assist businesses in operationalizing sustainability end-to-end by integrating and automating high-quality environmental, social, and governance (ESG) data into regular workflows in a secure and auditable manner using open technologies and consulting services. Customers can design, operationalize, and realize their ESG targets with the aid of IBM’s depth and breadth of capabilities, as well as its industry-leading research. IBM can assist you in speeding up your corporate sustainability and carbon management journey.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in IBMTagged IBM, IBM Cloud Services, IBM TrainingLeave a Comment on Using Technology to Assist in the Transition to Net Zero

What has Changed in Cybersecurity Policy Since the SolarWinds Attack?

Posted on August 31, 2022 by Marbenz Antonio

5 Important Takeaways from the SolarWinds Supply Chain Attack

Since 2019, significant cyberattacks have prompted the U.S. government and software industry to take action. In the years that followed, there were two summits, increased funds, executive orders, and a renewed resolve. The federal government wants to eliminate the threat posed by open-source software security as a result of such attacks. What, though, has resulted from these efforts over the past few years?

The Wake-Up Call

Two executive orders on cybersecurity were issued by President Joe Biden last year, one titled “Improving the Nation’s Cybersecurity” and the other “Supply Chain Security.”

The Colonial Pipeline ransomware attack, a Microsoft Exchange Server attack, and the SolarWinds attack were all discovered six months before the executive order.

Using the SolarWinds Orion network management system, a nation-state launched a large and highly sophisticated supply chain cyber attack in December 2020, according to cybersecurity group FireEye (now Mandiant) (NMS). The most popular NMS in both business and government was SolarWinds. The disclosure from FireEye stood out. Instead of learning about the breach objectively, they had been harmed by it. The list of victims that followed was lengthy.

The SolarWinds software build environment was infected with malware by APT 29 (also known as Cozy Bear, UNC2452, and Nobelium), an attack group funded by the Russian government. As a result, hackers were able to access the systems, networks, and data of thousands of SolarWinds customers. It has since been referred to as the largest attack in history. The software is used by thousands of companies. To put it simply, in September of 2019 hackers gained access to SolarWinds’ networks. The following month, they infected Orion, a SolarWinds IT performance monitoring system, with malware dubbed Sunburst. The malware was then distributed by SolarWinds itself in Orion updates in March 2020.

Another incident that sparked action was the Log4j vulnerability, which served as a symbol of the danger posed by tainted supply chains and open-source vulnerabilities. Popular Java library Log4j is used for application logging. In addition to other vulnerabilities, the attackers found a remote code execution vulnerability. This enables them to access devices and software remotely to steal data or use ransomware.

The Summits

As a result, the White House summits in January and May were organized by the National Security Council. More than 90 executives from 37 businesses and top government officials participated in the initiative on May 12 at the Open Source Software Security Summit II. Atlassian, Cisco, Dell, Ericsson, GitHub, Google, IBM, Intel, Microsoft, SAP, and more businesses participated.

The purpose of the meeting, in brief, was threefold:

  • To decrease open-source software’s security flaws
  • Increased use of security measures in open-source software development tools
  • To hasten fixes.

Their specific objectives included a thorough upgrade of open-source security output and patches.

During the meeting, Google Cloud promised to start an Open Source Maintenance Crew. To increase security, this engineering team will work with open-source programmers. They also released a new dataset on the software supply chain that is accessible to open-source programmers.

The $150 million 10-point strategy to enhance open-source and supply chain security over the following two years was revealed at the May meeting by the Linux Foundation and Open Source Security Foundation. Additionally, some businesses revealed their programs.

Unfinished Business

Although there has been significant industry improvement, there is still much to be done. Some opponents bemoan the lack of employees, resources, and time.

The solution proposed at the Open Source Software Security Summit II is by its very nature multidimensional, complex, long-term, and involves a sizable number of parties. After all, it takes time to alter the way individuals create open-source software. Timelines differ between organizations, and the majority of them are ongoing projects.

SolarWinds is constantly working with its clients to assist them to improve security while also modernizing all of its security-related processes.

82% of 1,000 chief information officers around the world who participated in a new survey said their companies are still vulnerable to supply chain assaults. However, a sizable majority is increasing security controls, modernizing review procedures, and increasing code signing usage. Today, open-source components are used in more than 90% of software systems with a focus on the supply chain.

Ongoing Outcomes for an Open-Source World

The American government and private sector are generally making some progress. To seriously address open-source and supply chain risks, however, is yet too early. The bad actors adapt in reaction to changes made by the government, the industry, and those working to strengthen open-source security.

But there is still reason to be positive. Recent high-profile cyberattacks, two executive orders from the Biden Administration, and two security summits are really lighting a fire under both public and private companies.

To counter future attacks, it is now necessary to redouble our efforts. We also need increased resources and, maybe, regulatory or industry intervention. Organizations must also understand the issues that could make them vulnerable. Quick action could stop the upcoming SolarWinds attack.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in CybersecurityTagged cybersecurityLeave a Comment on What has Changed in Cybersecurity Policy Since the SolarWinds Attack?

How and Why Do Young People Become Cyber Criminals?

Posted on August 31, 2022 by Marbenz Antonio

British teenagers are being lured into cyber crime through online gaming  forums, warns National Crime Agency - Mirror Online

A residence outside of Oxford, England, was the location of the attacker group Lapsus$’s mastermind. A 16-year-old was the alleged leader. From his mother’s house, he assisted in the fall of some of the biggest corporations in the world, including Microsoft. According to the BBC, the adolescent allegedly made $14 million from his assaults. Researchers arrested six additional teenagers after looking for other group members.

The Lapsus$ group is only the most recent illustration of young cybercriminals. A teen was detained by Canadian police in 2021 for using a SIM swap attack to steal around $36.5 million in cryptocurrencies. Ellis Pinsky, another kid, started stealing cryptocurrency when he was 15 and had amassed $100 million by the time he was 18.

Why and How Young People Attack

Understanding teenage cybercriminals’ motivations and journeys are the first steps toward reducing their activity. Of course, every person acts for a variety of reasons. Teenagers often begin hacking because it’s challenging and entertaining. Due to their opinions on certain problems, other youths turn to cybercrime. Another usual justification is financial, like in the case of Lapsus$.

Many teenagers erroneously cross the boundary into cybercrime as they engage in unethical activities. Drew, an adolescent who appears in episode 112 of Darknet Diaries, describes his story. Drew first ran a cheap server for a video game, which led to the sale of stolen usernames.

While some teenagers begin with video games and piracy, new tools have opened up new avenues for minors to enter the world of cybercrime. With a 13-year-old becoming a multimillionaire by selling NFT art, cryptocurrency is soon becoming a gateway. Cybercrime involving NFTs, such as phishing, fake art, and crypto wallet cracking, is also on the rise. NFTs and associated cybercrime may both increase. Many teen cybercriminals will probably begin their careers using NFTs.

4 Ways for Stopping Teens from becoming Cyber Criminals

Teens who commit cybercrimes usually have a passion and skill for technology. Focusing on using their interest and skills in positive ways rather than negative ones is the first step in lowering the number of people who don the black hat. Teenagers may go toward the dark side since the media are usually unique attackers. What if the industry prioritized boosting recognition and awards for cybersecurity professionals? Teenagers will be able to see white hat positions or other legitimate careers in cyber defense in this way.

Other strategies for guiding teenagers toward moral behavior include:

  1. Encourage ethical hacking. The greatest method for businesses to get ready for a true cyberattack is through simulations. As a result, they require ethical hackers to serve as the red team. Teenagers can see how preventing cybercrimes rather than committing them can provide them the same rush. Inform teenagers about how many former teen hackers are now utilizing their expertise to help defend against intruders if you stroll into the Bluescreen office in the UK. Maybe some other teenagers would like to take on the defense role. After all, being a defender involves significantly more talent than being an attacker. Defenders must be effective 100% of the time, but attackers only need to be successful 1% of the time, according to cybersecurity consultant Jay Hira.
  2. Introduce digital badges and specializations. Digital badges are a good place to start for teenagers who aren’t yet prepared to obtain credentials. The abilities that are taught by these badges can lead to jobs. Middle and high schools can encourage students to achieve badges like Cybersecurity Compliance, System Administration, and Cybersecurity Basics. Teenagers who excel at these badges can combine them to obtain specialties, like the Cybersecurity IT Fundamentals Specialization, which can help them land a job in the sector. Teenagers can start on a positive route before they are exposed to the danger of committing cybercrimes by beginning this focus early in school.
  3. Educate teens on the consequences of cyber crimes. Because they don’t see a victim, many teenagers don’t consider cybercrime to be a real crime. Teens learn about the consequences of their behavior by hearing about incidents where they received jail time and by having cybercrime education taught in schools. The definition of cybercrime and associated legislation should also be covered in education. That can assist potential hackers in recognizing when their actions are bordering on illegality.
  4. Share career paths for cybersecurity. The money that may be made by engaging in cybercrime attracts a lot of teenagers. Educating them on the wealth of profitable professions available in cybersecurity can usually encourage them to stick to moral standards. Inform your children, both at school and at home, that many profitable cybersecurity jobs don’t require a four-year degree. Display the kinds of positions people can obtain with certifications. To be prepared for their next step when they graduate from high school, savvy pupils can even start getting certificates during that time. Teenagers are usually encouraged to remain interested in the advantages of cybersecurity by adults who demonstrate how they may utilize their talents to legally make money and have a highly successful career. You can also talk about the job path of ethical or white-hat hacking, which helps businesses evaluate their cybersecurity in a controlled setting.

To help with the lack of skilled personnel and a large number of unfilled positions, the cybersecurity sector needs more employees. Additionally, the business must do something to lessen the number of cybercriminals. Both objectives can be achieved by concentrating on educating teenagers, especially younger teenagers. The industry can acquire the people necessary to stop more sophisticated and high-volume attacks by encouraging careers in cybersecurity.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in CybersecurityTagged cybersecurityLeave a Comment on How and Why Do Young People Become Cyber Criminals?

How Microsoft Helps in Preventing School Cybersecurity Attacks?

Posted on August 30, 2022August 31, 2022 by Marbenz Antonio

Cyber Attacks on Schools: Who, What, Why and Now What?

According to the K-12 Cybersecurity Resource Center, hundreds of K–12 schools in the United States alone face cyberattacks each year, with 408 schools disclosing them publicly in 2020, an increase of 18% from the year before.

The fourth-largest school district in Georgia, Fulton County Schools, has discovered the value of installing a top-notch security system. The Chief Information Officer (CIO) of Fulton County Schools, Dr. Emily Bell, developed thorough planning that included teaching and informing school administrators and personnel about cybersecurity to fight against threats. Microsoft has resources as part of its comprehensive cybersecurity plan.

“As a Chief Information Officer, it is incumbent upon me to make sure that my leadership is aware of our cybersecurity incident response process,” said Dr. Bell. “I also want to educate district leaders on our cyber insurance coverage and what that means.”

Microsoft Defender for Office 365 was used by Fulton County Schools to keep all of its technology safe and secure and to help in preventing disruptions to student learning.

Microsoft solutions addressing cybersecurity concerns

Insecure users are continuously searching for holes in educational IT networks. Leaders in Fulton County Schools were aware of the importance of selecting a security system capable of protecting the district’s extensive network of 107 schools and 95,000 pupils. Other tools and techniques had been attempted, but they soon recognized they needed more. They choose to use Microsoft 365 A5 educational license security features to monitor, identify, and mitigate any risks after examining its capabilities.

All Office 365 applications are safeguarded against cutting-edge attacks by Microsoft Defender, which is included in the A5 license. Additionally, it has the skills needed to deal with malware, phishing, ransomware, and compromised credentials as well as other cybersecurity issues. Internet security experts are particularly concerned about distributed denial-of-service (DDoS) assaults because they aim to obstruct a server, service, or network’s regular traffic by saturating it with Internet traffic or its supporting infrastructure. Dr. Bell was confident that Microsoft security would offer a comprehensive solution given these high-level advantages, therefore the district implemented it.

How a possible threat showed the strength of Microsoft tools

A recent incident demonstrated how important and practical Microsoft security technologies were to Fulton and the necessity of constant contact with leadership in the event that a threat is reported.

At Fulton, exactly that took place. A threat was reported to Dr. Bell and the district superintendent at the same time.

Dr. Bell and her team illustrated how incidents are handled behind the scenes at the proper level of urgency based on assessed risk to reassure district leadership, including the superintendent. This increased trust in Fulton’s ability to deal with the risks that schools throughout the nation eventually face in the Internet age.

A single 30-day period alone saw 39 ransomware attempts, all of which were contained and eliminated; 712 malware attempts, all of which were blocked; 983 compromised credentials, which were mitigated by automatically disabling accounts; and 254,255 phishing attempts, of which nearly 89% were not successful, according to Dr. Bell. The ability to successfully foil all of these attempts was important to ensure that classes could continue uninterrupted for the students.

“What was reported to the superintendent never even rose to the level of ‘incident.’ We had a report, then we found, contained, and eradicated the threat, and nothing came of it,” said Dr. Bell. “It turned out to be a fire drill for us.”

threat detection, containment, and eradication

Dr. Bell has also assembled a task force of leaders from other departments to help manage risk around-the-clock because support from many departments is important for keeping things moving smoothly.

Additionally, Fulton and Forsyte I.T. Solutions have an ongoing connection that enables Fulton to install Microsoft’s cutting-edge security capabilities in the district’s Microsoft 365 A5 subscription.

Teams, including the task force and security partners, follow customized checklists created to eliminate each particular type of danger. Triage, containment, eradication, recovery, post-incident activities, and closure are the steps to take once a threat has been identified.

As a result, when a department is affected, everyone who needs to know is kept in the loop about the threat, how it may affect them, and what is expected of them—avoiding needless fear. Fulton’s task force and partnerships now work to develop communication and understanding. In the end, all of these measures contribute to preventing danger from developing to the point where it affects with students’ ability to study.

Districts of all sizes are experiencing security problems, despite the fact that not every district is as big as Fulton and might not face as many cybersecurity risks. In order to keep students moving forward with their education, it is important to have the infrastructure and bandwidth to avoid outages and slowdowns.

“It’s important for districts to have a cyber response plan and to educate their leadership on that plan, and perhaps create a cyber task force, because attacks happen every day,” said Dr. Bell. “Every district needs to evaluate their own risk and develop plans that are specific to their most likely cyberattacks.”

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in MicrosoftTagged MicrosoftLeave a Comment on How Microsoft Helps in Preventing School Cybersecurity Attacks?

Using the Multicluster Engine for Kubernetes Operator, you can Master Kubernetes Cluster Lifecycle Management

Posted on August 30, 2022August 31, 2022 by Marbenz Antonio

How to Manage Multi-Cluster Kubernetes with Operators - DZone Microservices

The cluster lifecycle component of Red Hat Advanced Cluster Management is now generally available in a standalone operator called the multicluster engine, and it’s supported as part of your OpenShift or Red Hat OpenShift Kubernetes Engine subscription. This is a significant game-changer for Red Hat OpenShift customers. Continue reading to find out how Red Hat has evolved to meet the problem of cluster lifecycle management and to find out more about the advantages the multicluster engine operator may provide your business.

The cluster lifecycle management dilemma

Controlling the lifespan of an expanding fleet is one of the biggest difficulties in scaling Kubernetes settings. It’s simple for cluster resources to grow out of control when new environments appear left and right to serve new teams, adhere to new limits or cover new geographies.

Red Hat has made significant investments in automating the OpenShift installation procedure, supporting installer-provisioned infrastructure for an expanding number of providers, and significantly streamlining the process of setting up new self-managed clusters. We’ve also worked with business partners to develop Software-as-a-Service (SaaS) versions of OpenShift over the past few years, such as Red Hat OpenShift Service on AWS (ROSA) and Azure Red Hat OpenShift (ARO).

But by making the construction of new clusters commoditized, we’ve made it harder for our clients to manage other lifecycle tasks for the clusters they build. Managing credentials, Terraform files, and other automation assets to support cluster start/stop, upgrades, or deletion can get very complicated, especially for customers whose IT landscape spans numerous infrastructure providers across clouds and data centers.

Enter Red Hat Advanced Cluster Management for Kubernetes

The IBM team had been working on an open source project called Open Cluster Management that was created to address these specific issues when Red Hat was acquired by IBM in 2019. Those tasked with managing Kubernetes clusters across dynamic and expanding IT ecosystems could greatly benefit from a centralized cluster management solution.

The Open Cluster Management project was relocated to Red Hat and then developed into Red Hat Advanced Cluster Management for Kubernetes as a result of the advantages it would provide to users of OpenShift and other Kubernetes distributions. Red Hat Advanced Cluster Administration, now a staple of the Red Hat portfolio, offers not only the aforementioned cluster lifecycle features but also solid governance and GitOps platforms that elevate cross-cluster policy and application management to a whole new level.

Multicluster engine: A happy medium

Since Red Hat Advanced Cluster Management was introduced, our hybrid cloud capabilities have never been more competitive. Building huge OpenShift environments didn’t have to come at the expense of having to struggle to maintain them because we knew we could give powerful cluster management for the lifecycle, policy, and application domains. The fact that many clients wanted a stand-alone cluster lifecycle management solution remained a challenge. These companies are fully dedicated to establishing a cluster lifecycle strategy, but they lack the time or resources to fully make use of Red Hat Advanced Cluster Management’s additional features.

Red Hat decided to include the cluster lifecycle feature set into its solution, the multicluster engine, to best serve the needs of its customers. It offers complete lifecycle capabilities for managed OpenShift clusters and partial lifecycle management for other Kubernetes deployments. It is available as a supported operator on OpenShift 4.8.2 and later. Multicluster Engine offers a management perspective that is fully integrated into the OpenShift Web Console, much like the corresponding component of ACM. Here’s a glimpse of how it appears:

Multicluster engine management view in OpenShift Web Console

We’re leveling the playing field for all OpenShift customers with the introduction of the multicluster engine. More than ever, we are enabling teams to lean into expanding ecosystems via

  • uncontrolled cluster creation and destruction to control resource sprawl
  • Managed clusters can be put into hibernation or resumed to reduce infrastructure expenditures.
  • Remote upgrades are carried out to guarantee that managed clusters receive the newest features and fixes.

Visit the multicluster engine documentation right away if you’re an OpenShift user looking for a stylish cluster lifecycle management solution.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in Red HatTagged Red Hat1 Comment on Using the Multicluster Engine for Kubernetes Operator, you can Master Kubernetes Cluster Lifecycle Management

Seven Industrial Use Cases and Examples of Edge Automation

Posted on August 30, 2022August 31, 2022 by Marbenz Antonio

HKPC Takes Lead to Facilitate 5G Application in Manufacturing | HKPC

Simply described, edge computing is the processing of data that occurs at or close to the physical location of either the user or the data source, such as a device or sensor.

Users gain from faster, more dependable services and enterprises gain from the open hybrid cloud’s flexibility and agility by bringing computing services closer to these places.

Edge computing challenges

But as devices and services proliferate at edge sites, there is more to manage beyond the realm of conventional operations. Platforms are expanding well outside the data center, devices are proliferating and dispersing over broad distances, and on-demand services and applications are operating in vastly dissimilar and remote locales.

Organizations are facing new issues as a result of the changing IT landscape, including:

  • ensuring that they are equipped with the knowledge to handle changing edge infrastructure needs.
  • building capabilities that respond more securely and reliably with no need for human engagement.
  • effectively scaling at the edge while taking into account a growing number of endpoints and devices.

Although there are many challenging obstacles to overcome, edge automation can help with a lot of them.

Edge automation benefits

In order to better take advantage of the advantages edge computing offers, automation at the edge can greatly reduce the complexity that results from extending hybrid cloud architecture.

Edge automation can benefit your business by:

  • By applying configurations more consistently throughout your infrastructure and managing edge devices more effectively, you may increase scalability.
  • By responding to shifting customer needs and employing edge resources only when necessary, you may boost agility.
  • By automatically running updates, patches, and necessary maintenance without dispatching a technician to the site, you can focus on remote operating security and safety.
  • By streamlining network administration and lowering the possibility of human error, downtime can be reduced.
  • Improve performance and increase productivity by automating analysis, monitoring, and alerting.

7 examples of edge automation

Here are some use cases and examples that are industry-specific and show the value of edge automation.

  1. Transportation industry

    Transportation businesses may effectively deploy software and application upgrades to trains, airplanes, and other moving vehicles with considerably less human participation by automating difficult manual device configuration operations. This can allow up teams to work on more valuable, innovative, and strategic projects by saving time and reducing manual configuration errors.

    Automating device installation and management is often safer and more dependable than a manual approach.

  2. Retail – Setting up a new retail facility, including setting up computing resources throughout the store, configuration management of networked devices, configuration auditing, and getting its digital services online, can be challenging. Additionally, the IT focus switches from speed and scale to consistency and reliability once a store is established and open to customers. Retail stores can set up and maintain new devices more quickly and consistently thanks to edge automation, which also lowers human configuration and update problems.
  3. Industry 4.0 – Industry 4.0 is characterized by the integration of technologies like the internet of things (IoT), cloud computing, analytics, and artificial intelligence/machine learning (AI/ML) into industrial production facilities and across operations. This includes everything from smart factories to supply chains to oil and gas refineries. The factory floor serves as one illustration of the importance of edge automation in Industry 4.0. Edge automation there can assist in finding flaws in manufactured components on the assembly line with the support of visualization algorithms. Spotting and warning workers of dangerous situations or forbidden conduct can also help increase the safety of production operations.
  4. Telecommunications, media, and entertainment – There are many benefits edge automation may offer service providers, and one of them is a definite increase in the user experience. Edge automation, for instance, can transform the data that edge devices generate into insightful knowledge that can be applied to improve the user experience, such as automatically resolving connectivity difficulties.Edge automation can also speed up the supply of new services. Without the need for a technician to be present, service providers can send a device to a customer’s house or place of business that they can just plug in and use. In addition to enhancing the user experience, automating service delivery makes network maintenance more effective and may even result in cost savings.
  5. Financial services and insurance

    More individualized financial services and tools that can be accessed from almost anywhere, including from consumers’ mobile devices, are in high demand from customers.

    Edge automation can help a bank scale the new service while also automatically meeting strict industry security standards without affecting the customer experience, for instance, if the bank launches a self-service tool to assist their customers in finding the right offering, such as a new insurance package, a mortgage, or a credit card.

    When combined with the dependability and scalability that financial service providers require, edge automation can assist deliver the speed and access that customers need.

  6. Smart cities – Many municipalities are implementing cutting-edge technologies like IoT and AI/ML to monitor and address problems affecting public safety, citizen satisfaction, and environmental sustainability to enhance services while boosting efficiency. Early smart city initiatives were limited by the available technology, but with the rollout of 5G networks (and upcoming new communications technologies), data speeds have increased while also enabling the connection of additional devices. Smart cities must automate edge functions, such as data collecting, processing, monitoring, and alerting, to extend capabilities more efficiently.
  7. Healthcare – Technologies have developed and multiplied to support these new surroundings as healthcare has long since begun to shift away from hospitals and into distant care treatment options like outpatient centers, clinics, and standalone emergency rooms. Based on patient data collected by wearables and several other medical devices, clinical decision-making can also be enhanced and customized. Clinicians can effectively transform this deluge of fresh data into insightful knowledge to assist improve patient outcomes while generating both financial and operational benefits through automation, edge computing, and analytics.

Red Hat Edge

Red Hat Edge-powered modern compute solutions can assist enterprises in extending their open hybrid cloud to the edge. Red Hat Edge embodies the company’s effort to implement edge computing in the open hybrid cloud. Organizations have the freedom they need to design platforms that can adapt to rapidly changing market conditions and produce differentiated services thanks to Red Hat’s sizable and expanding community of partners and open methodology.

With Red Hat Edge, you can implement a layered-security strategy for better risk management on-premises, in the cloud, and at the edge. Red Hat Edge is made up of a portfolio of dependable enterprise open-source software, including Red Hat Enterprise Linux, Red Hat Ansible Automation Platform, and more.

Customers can create adaptable solutions: by implementing Red Hat Edge technologies, using Red Hat’s vast partner ecosystem and its range of open source platforms;

  • delivering a modern infrastructure that is more scalable and security-focused, from the edge to the core to the cloud.
  • overcoming edge computing’s difficulties and promoting creative use cases.
  • avoiding vendor lock-in and creating a platform that is more sustainable.
  • creating a flexible edge platform that can change to meet changing market demands.
  • modifying for market circumstances and creating competitive advantages.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

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Creating a Code Migration Strategy as part of a Modernization

Posted on August 30, 2022August 31, 2022 by Marbenz Antonio

Legacy System Modernization Approaches | A Rackspace Guide

One of two options exists when it comes to updating an existing code base: either start from scratch (basically building an entirely new application) or put in the effort to refactor your current code and configuration.

Rewriting is a major decision that depends on the enterprise’s resources, including time, skill, and budget. There will be another post in this series about feedback loops and opinionated workflows to assist drive product development, which may be of interest if there is a push to rewrite.

Changing an existing code base will be the main topic of this article.

By this time, the modernization effort’s desired future state has been identified. Moving away from an outdated Java version, for instance, or switching to a less expensive application server is a couple of examples.

The following two tactics, if the code is being updated, can be very advantageous regardless of the desired future state:

  • Write tests and improve the testability of the code.
  • A more container-friendly update to the code and configuration is needed.

These can be done in any sequence. It might be simple and non-breaking to make the code more container friendly. On the other hand, the code can be in a condition that makes it difficult to add test coverage (perhaps because it is manually tested). In this situation, getting the code running in a container environment for better feedback loops might make sense before making it more tested.

These strategies’ overarching objectives are:

  1. Ensure that the code may be changed without impacting functionality.
  2. To encourage innovation, make the apps more “feedback loop” friendly, which entails making it simpler to deploy and get feedback (logs and metrics)

Investigate these points carefully. Don’t worry if you are unfamiliar with containers; an explanation is provided below. Additionally, hopefully, some of the discussion points here will be useful if your modernization aim IS to move the code into containers (or at least reinforce your own project goals).

Simplifying: A method for enhancing the present situation

Refactoring: Improving the Design of Existing Code by Martin Fowler is the standard text on the subject. We advise everyone with an interest in this topic to read this book.

“Change made to the internal structure of software to make it easier to understand and cheaper to modify without changing the observable behavior,” Fowler, defines refactoring.

If done correctly, making a code base more testable and container-friendly will make the code simpler to comprehend and less expensive to modify. This is highly desirable since we have decided to modernize, or transition from the existing condition to a positive future one.

Code that is cleaner and more modular will result from the drive to make it more testable. This translates to code that is simpler to modify and simpler for new engineers to understand. Having test coverage means you can make changes and quickly determine in lower-level environments whether the changes have broken anything without the need for expensive manual testing teams.

Some recommended practices for making the code easier to read and deploy are also required to make the code container friendly (see 12FactorApp practices below). The application will be able to run on a container platform after the code is made container friendly, which opens the door to some intriguing operational options (which we’ll get into later) as well as enhanced feedback loops.

The importance of testing

Modernization entails change, and because the changes are being made to an existing application, verification is necessary to ensure that nothing is being broken by the changes.

One strategy is to put the refactored program into a lower-level environment and hire a large group of human testers to hammer it, reporting back on what functions and what doesn’t. This tactic’s disadvantages include cost, slowness, and time requirements. You also miss out on a ton of advantages that come with improving the test coverage of the code.

Testing is organized in a hierarchy, with each stage offering advantages. We put a lot of emphasis on developing unit tests in these articles. These tests were created by the developers as part of the code base and can be self-executed during the build phase.

Mocking can help deal with entanglement

We strongly believe that any functionality involved with the operations of downstream services should be mocked. If you’re unfamiliar with the word “mocking,” it refers to the process of simulating an external reliance to test our classes and functions by creating objects that behave like the external dependency.

As much as possible, third-party dependencies should be mocked in the self-running test cases when they exist. Teams writing tests will have a lot of flexibility as a result.

We once got into a disagreement with someone who insisted that a database be spun up to run test suites against while creating an artifact for an application. They suggested that the application shouldn’t be created if there was a problem with the database logic. Putting efficiency aside, it makes sense why this person would be worried. However, their sense of assurance regarding a functioning test could be unfounded unless the database they were testing against was an exact duplicate of the one in use. Not to add, should the database it tests against experience problems, the build may become unstable. There is a situation where an external service can be incorporated into the test, but before introducing this, let’s talk about mocking.

The database can still blow up even if you mock every aspect of downstream service activities, including simulating both desirable and undesirable outputs; however, if you have done your mocking and testing correctly, you will at least know your code can manage it.

For this, initiatives like Mockito are especially useful. They offer simple ways to capture your logic and return when used with a framework like the Spring Framework or Quarkus.

  • anticipated outcomes to examine the happy route,
  • test the unhappy path using inaccurate data, and
  • To test error handling and logging, use errors rather than outcomes.

To make sure that specific components are being called to run at the appropriate times, you can spy on them. Your tests can become portable and effective via mocking. To mock all the positive and negative answers from a third-party service, though, might be a lot of work.

Test Containers are a good middle ground between mocking and testing against a service. A lightweight, disposable instance of popular databases, Selenium web browsers, or anything else that can run in a Docker container is provided by the project, according to the developers, which characterizes it as a “Java library that enables JUnit tests.”

To put it simply, this means that you can quickly have a JUnit test start a container with an instance of a database or cache that is under your control, allowing you to configure it with a good (or poor) state depending on what you are wanting to test.

In terms of container administration and access to/from the service, the Test Containers team has pretty well-considered everything. Even components from current databases, caches, message brokers, and modes are included in test containers. The only requirement is that you create your application using Maven or Gradle. and your test framework should be JUnit or Spock.

Of course, creating mocks is easier said than done if your code base lacks tests or makes no use of Maven or Gradle. In a subsequent article where we cover certain testing techniques, we will return to this.

Code that is friendly to containers: Using the “Twelve-Factor App” approach

Making our code more container friendly is our second aim. As was already mentioned, your modernization project’s final goal may be to get the code base into containers. Then you can skip this part. The following lists some benefits that switching to containers will bring to any code base that will be changing, though, if it’s not already the case.

More “container-friendly” apps are typically simpler to deploy. As a result, you may launch a working version of the application rapidly, which is useful for testing functionality and gathering user feedback. The application can use a Kubernetes platform to truly supercharge our development feedback loop once it can launch and run in a container.

A Kubernetes platform (like Red Hat Openshift) significantly enhances both your ability to deploy and monitor the deployment because many of these systems offer simple workflows for obtaining logs and metrics. In response, we’ll go into greater detail about feedback loops and securely changing software.

The Twelve-Factor App is a highly helpful construction strategy for adaptable software. These guidelines can help developers create code that works in every environment (including containers).

In a later article, we’ll go into more depth about the Twelve-Factor App’s very helpful features. It should be noted, nevertheless, that attempting to adhere to all twelve principles is impracticable, particularly when dealing with old code. If you follow the factors closely enough, you can iterate on both the product and operations cycles and bring your application closer to its ideal state.

For instance, getting the application to deploy and run in the container, with some observability around it, may be sufficient if the goal is to make the code container-friendly so it can run in a Kubernetes distribution. Only a couple of the twelve factors are necessary to do this. As previously indicated, we’ll go into more detail about this in a later blog article.

After reviewing the Twelve-Factor App methodology, testing choices, and containers, you now have some helpful approaches to employ as you begin your project. Your work’s essence is beginning to take shape. But before you start, make sure that the crew has the necessary equipment so that it can function efficiently. The main topic of my upcoming article will be this.

Friendly blockers for containers: Tight coupling to middleware

A code base may occasionally be inextricably linked to middleware or unfriendly container service. For instance, you might discover that your code base contains annotations that connect it to that application server when pursuing a modernization target to get rid of an Enterprise Java application server that is too expensive. Through refactoring, simple issues can be resolved, such as the application server being utilized for connection pooling to a database or for accessing JNDI. However, it might be more difficult to separate from things like message-driven beans (MDB).

Here, the advice from our earlier post on choosing the best patterns to start with can be important in ensuring project success early on while also avoiding wasting valuable resources on tasks that cannot be completed in a timely way (or at all).

What about containers?

Applications can be packaged and isolated with their whole runtime environment—all required files—using Linux container technology. This facilitates switching between environments (dev, test, production, etc.) for the confined program while maintaining all of its capabilities simple.

Moving code to operate in containers can be viewed as a modernization objective because it makes Kubernetes-based container platforms, such as Red Hat OpenShift, more accessible. Teams working on modernization projects can benefit greatly from container platforms.

A brief overview of containers

Docker makes it easier

When Docker first appeared in 2013, it offered a quick and effective approach to controlling how the container environment is configured before an application runs there. The necessary tools for the majority of software projects now include Dockerfiles and image repositories like Dockerhub, which describe what should be included in the Linux image and how it should be generated.

Containers versus Virtual Machines

Containers offer the advantage of being able to fit more resources into a single host machine without the expense of the hypervisor and guest OS, unlike virtual machines (VMs), which need to be managed by a hypervisor and require an operating system (OS) to be set up before being useable.

Container orchestration platforms

Compared to VMs, containers are less dependable since they might fail or their host OS might crash, which would wipe out all the containers the host OS had created.

Numerous container-provisioning platforms have been developed to manage all the efforts involved in keeping container workloads up and running and controlling the traffic in and out to deal with the transient nature of containers. Red Hat OpenShift, Azure Kubernetes Service (AKS), and Google Kubernetes Engine are some examples of applications built on the Kubernetes project (GKE). Google Cloud Run and Amazon Elastic Container Service are alternatives to Kubernetes (ECS).

How do containers affect development?

Containers are transient. They can be scaled up, resulting in the sudden availability of three instances of the same task (each executing in a separate container), and they can be transferred from one resource pool to another to meet needs for redundancy.

This makes it extremely challenging, if not impossible, to get a program to run by manually carrying out a set of procedures (as might be done with apps running in a VM).

Additionally, some middleware that an application needs (such as specific application servers) could not function properly in a container. The Twelve-Factor App was developed as a set of guidelines for a development team to follow to assist in creating applications that will succeed in such an environment.

Stay focused on the goal

Here, we’ve talked about a few broad goals that can make a code base more adaptable. However, there is a trap in this place. Failure could come from a test coverage-heavy approach or an excessive rotation of the Twelve Factors. Ultimately, however how attractive passing tests may seem, the application needs to be moved toward the desired state (proving out the value promised).

The Project Lead will have to balance these high ideals with the practical effort required to advance the application to the intended future state. Putting together the correct team is important because it may not be simple.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in Red HatTagged Red HatLeave a Comment on Creating a Code Migration Strategy as part of a Modernization

Project and program management certifications under the Praxis Framework™

Posted on August 30, 2022August 31, 2022 by Marbenz Antonio

Praxis Framework™ Overview and Training Courses

Improving Programs and Projects

With the free, community-driven Praxis Framework, all project, program, and portfolio delivery aspects may be fully optimized.

Praxis is the most successful way to deliver projects and programs because it covers the entire range of advice required for a good project and program management under a single framework – Knowledge, Method, Competency, and Capability.

Enabling success:

  • utterly thorough, including knowledge, approach, expertise, and capabilities.
  • Maximum effectiveness – by employing a similar taxonomy and terminology across all domains, removing the need for cross-referencing or translation between guides.
  • The Project Delivery Standard of the UK Government is supported by all aspects of this best practices guide.
  • Community-driven: Praxis users are invited to actively express their thoughts and suggest edits to any page of the framework, which will be taken into consideration for inclusion.
  • Adaptable to any project scenario with ease.
  • Continuous improvement – the complete framework is freely accessible online, having the freedom to pursue professional development wherever and whenever it is required.

The Praxis Framework Certifications

The Praxis Framework Certifications attest to your comprehension of the framework and ability to apply it to projects and programs, delivering the best possible results.

To get the depth of advice offered by Praxis, you would need to take at least three different project and program management certifications.

Risk management, for instance, is covered by many certifications, thus you will usually have to study similar concepts and terminologies to pass these exams.

Praxis combines the value of three beginning certificates into one and eliminates repetition by covering all of the significant areas.

The Praxis Framework Bridging Course has been endorsed by Australia’s top project management organization (AIPM), demonstrating the top class of the Praxis Framework certifications, and the Association for Project Management (APM) now accepts Praxis Framework as a pathway to becoming a Chartered Project Professional (ChPP).

Verify your skills in:

  • Utilizing a thorough foundation, complete projects, and programs.
  • Be a highly responsive project or program manager who can put the framework into action at any point in the delivery process.
  • Recognize project and program functions as well as the procedures and supporting documents for managing lifecycle stages.
  • In a shorter amount of time, create and manage a reliable project or program delivery infrastructure.
  • By incorporating your process model, templates, and content into the framework, Praxis may be applied and customized to your organization.
  • Recognize how Praxis compares and contrasts with other well-known manuals like PRINCE2, MSP, and the APM Body of Knowledge.

 


Here at CourseMonster, we know how hard it may be to find the right time and funds for training. We provide effective training programs that enable you to select the training option that best meets the demands of your company.

For more information, please get in touch with one of our course advisers today or contact us at training@coursemonster.com

Posted in APMG, Project ManagementTagged APMG, Project ManagementLeave a Comment on Project and program management certifications under the Praxis Framework™

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