Archive July 2018

How Machine Learning Can Improve Teaching Excellence

How Machine Learning Can Improve Teaching Excellence

Machine learning can potentially redefine not only how education is delivered, but also foster quality learning on the students’ part. Probably the most critical part of the role of machine learning in teaching is customized teaching. With machine learning, we are moving away from the one-size-fits-all methodology. Machine learning promises to deliver custom in-class instruction by providing real-time feedback based on individual student behavior and other factors. This improves the chances of better knowledge. Machine learning also plays a vital role in assessments or evaluations by removing biases. (Big data is also playing a significant role in education trends. Read more in How Big Data Can Revolutionize Education.)

Let us explore the impact of machine learning in the field of teaching excellence.

Customized Teaching
Customized teaching is the direct opposite of the one-size-fits-all methodology or philosophy. It considers individual student aptitude, learning speed, background, response and other variables. It processes the data in real time and provides feedback to the teacher so that the teacher can recognize flagging student attention or poor response immediately and take corrective actions. This can potentially improve student participation and, in the process, the overall results. Machine learning will be able to explain the concepts as well as set the goals for individual students. On the other hand, teachers will be able to track whether or not the students can digest the concepts. Based on that feedback, educators can change or modify the methodology, curriculum or topics accordingly. And, the result is more accurate and targeted to individuals. In simple terms, machine learning does the analytics based on individual student data and makes the decision-making process automatic and uniform.

Better Assessments
Assessment is a significant part of the teaching industry. Machine learning technology can help teachers assess or evaluate tests objectively and provide feedback. Machine learning applications can do the assessment and submit scores. The process is taken care of by the machines, removing human intervention and helping to remove human prejudice or bias from the process.

However, at the same time, we need to remember that the assessment is done by machine learning algorithms, based on the data feed. Therefore, some human intervention might be required on a case-to-case basis. For example, occasions such as research paper evaluation, interactive work, oral examination, etc., some human intervention is still necessary. Overall, the assessment process is made more streamlined, accurate and unbiased with the help of machine learning.

Custom Lesson Plans
To date, lesson plans have been made generically, so they are the same plan for all the students. However, students have different types of learning ability, so the same lesson plan may not be ideal for all students. Imagine a scenario where a student can learn quickly through visual representations/figures/diagrams, but he/she is given text-based study material – the student may struggle with learning the stuff.

Before AI and machine learning, there wasn’t a practical way to detect this and find a possible solution. As a result, it imposes a tremendous amount of pressure on the student and sometimes leads to failure, although the student might have had good potential. If the material had only been presented differently, the student may have easily understood and learned it.

AI applications are a great solution to this situation. Custom lesson plans can potentially result in better learning because the technology can assess student data and determine the best methods by which students can learn. It will also establish a better mapping of subjects based on student interest.

Custom Feedback
Feedback is an essential part of any learning system. In teaching as well, feedback is one of the most critical components. When we talk about feedback, it means 360-degree feedback. Here, it is applied to both student and teacher. Machine learning analyzes the student data (grading, interest, score, behavior, etc.) and provides feedback. Machine learning also examines teachers’ data (subject taught, a method of teaching, acceptance, etc.) and prepares input. This feedback helps both parties. Students can get constructive feedback and act accordingly to get better results. On the other hand, teachers can adjust themselves to provide a better teaching experience. While the teacher does already provide student feedback, machine learning will go further and more in-depth. It will assess student behavior, responses, and historical data, and arrive at data-based conclusions and provide objective feedback. As for assessments, it will eliminate the possibility of human prejudice while giving feedback.

Career Path Prediction
This is one area where students can get confused and make a decision that may not work out for the best. The career path of a student is very important for their future. If the road is not chosen with care, frustration and disappointment can be the result. In general, the decision for a student’s career path can be significantly influenced by some factors, including the family profession, parents and neighbors – and, of course, the most lucrative careers options. However, the most important thing is missing: the interest of the individual student. AI and machine learning can play a significant role here. Machine learning applications for career path prediction can track student interest, aptitudes and dislikes. It analyzes student behavior and reactions. Based on the analysis, it can reasonably predict interest areas in which the student can excel. (For more on cutting-edge education, see Education Must Turn to the Cloud.)

Artificial intelligence and machine learning are having a tremendous impact on the teaching industry. Before the introduction of AI/machine learning, a generic, one-size-fits-all type of approach was commonly used. As a result, students were forced to try to adjust their style of learning to the lesson plan, rather than the other way around. On the other hand, educators were facing a lot of trouble, trying to understand the students’ needs and the possible solutions. So, the teaching experience and the success rate was not as per expectation. With the advent of machine learning and AI, it is becoming more focused, accurate and successful. Machine learning, if harnessed, can revolutionize teaching just based on data. Shortly, machine learning will be more efficient and produce even better results.

Try not to Mess This Up: How to Implement Cloud Computing

Try not to Mess This Up: How to Implement Cloud Computing

You’ve undoubtedly heard this: Cloud computing can transform your business. The problem is that that phrase is missing an important piece. The whole truth is that cloud computing can change your business if it’s implemented correctly. Moving to the cloud has to fit your corporate strategy, it has to be handled by your infrastructure, and you have to have the right people managing it. Cloud strategies based on constant updates, new functionality and engaging the business can move you from an IT department the industry mostly tries to avoid, to an IT department they look to for solutions. Here are the basics of getting started.

Make Sure That Cloud Computing Fits Your Strategy

Cloud computing is not for everyone. If your company is risk averse and very cautious then being in the cloud is not for you. However, if the goal is to add functionality, become more mobile, increase collaboration, cut down on costs and become a more progressive company, then hop on board. Although it’s still a relatively new technology, cloud computing is the right direction for many companies. For some, however, it might not be the right move right now. (Learn more about the benefits of cloud in The 5 Ways Cloud Computing Could Change the IT Landscape.)
Check Your Infrastructure
Ever wake up on Christmas Day to find a huge box, beautifully wrapped and waiting for you under the tree? You were probably pretty excited, right? But what if you open it up to discover that it’s filled with paper or socks or something that doesn’t deliver on the promise that big box seemed to hold? That sort of let-down is very similar to moving to the cloud on infrastructure that can’t handle it. Even though you may run a significant portion of your data or tools to the cloud, which is on someone else’s infrastructure, you’re going to be using your network and directory system far more than before. Make sure it’s up to the task.

Decide What Should Go in the Cloud

I like to split the information technology field into two distinct categories: ERP and end user. This is an over-simplification, but it makes it easier to look at these type of situations. I think a high starting point is to look at your end user category. This means look at your mail, calendar, team site, communication channels, intranet, chat, office productivity tools, storage, and enterprise search. I find that the risk involved in deploying these types of applications and devices into the environment is lower. ERP solutions, such as SAP, have a direct impact on a product moving in and out of your business. That’s why when you’re implementing cloud, it’s probably best to test the water with the productivity toolset first. It also appears that the productivity tools have been deployed in the cloud longer, so the process here is a little more ironed out and presents fewer issues. A few cloud-based enterprise solutions for the end user category include Google Apps and Microsoft Office 365.

Create a Transition Plan

Create an outline of what you have now and what you are moving to. Then, look at the dependencies of the before and after. It’s likely that you will have a lot of similar dependents, but some that may need to be configured differently or updated. You will also find several dependencies that are not related and will need to create a plan to decommission the old ones and implement the new areas. An in-depth and thorough analysis will need to be done on the network, infrastructure, and directories. There will probably need to be some heavy lifting done in these areas, so getting a plan in place early is very important.

Create an Organizational Change Management Plan

This is very important. Moving to a cloud computing solution is a significant change for any organization. The organization needs to fully understand how it changes the way they work, where their data is stored, how to share content, who to share content with, and why the move is happening. There should be a detailed plan around training, communication, end-user adoption and project management. There should be roadshows to give demonstrations and field questions to corporate offices as well as any plants or warehouses that are impacted. This is usually the first area that receives budget cuts, but in a change like this, it is utterly essential that change management stay a part of the project.

Eliminate Risk and Perform a Smooth Cutover

The No.1 piece of advice when moving to the cloud is to avoid disrupting the business. Pretty straightforward, right? Implement changes during off hours and ensure the switch is a pleasant experience, not one that leaves everyone scratching their heads about why the change was made. Yes, that’s a lot to ask, but it isn’t unreasonable. So, do thorough testing: Load testing, user testing, test early adopters and make sure there is executive buy-in. Schedule time with specific executives impacted by the change and make sure they are aligned with the go-live and the results. Make sure the admins are happy and ready for the change. This is the one group that is most commonly forgotten and can most easily make or break a deployment. Do not ignore them.

Enhance and Improve Capabilities and Communication

One of the best assets of going to the cloud is the fact that there are upgrades, new tools, and improvements all the time. Please do not implement a cloud solution and then let it sit at that version forever. Take advantage of the new simplified environment with the added functionality and keep it going. Move forward and become a progressive IT department, make constant new updates and release new tools. When you do add these new capabilities, focus on the change management aspect and remember to communicate that they have been released and what value they add. Soon you will become the IT department everyone loves to interact with rather than the group that they have to go to.

Bad Hard Drive Symptoms

Bad Hard Drive Symptoms

So you`ve had your hard drive for a couple of years and are wondering whether you should replace it before it kicks the bucket. We wouldn`t want all those memories to be erased without warning, so what might be some signs that our hard drive is going bad.

One of the most common bad hard drive symptoms are the loud noises. Clunks crashes and clicks are unwelcome sounds for this mean that the actual physical components are under stress and are on the way to total failure. Backup files at once when you hear these.

A general slow-down of the system could also be one of the signs of a bad hard drive. As it is, regular and consistent data processing wears down the trip, and there will always be some threshold to its actual use. Again, perform disk backups once you notice this.
Bad Hard Drive Unknown errors and various operating system crashes also signal hard drive problems. When all these happen on a more consistent basis, you could perform run software that could seek out bad sectors (i.e., corrupted parts of the hard drive) and thus give you more time to save your files.

If you notice that most of these things are happening, it`s wise to turn on your computer`s Self-Monitoring, Analysis, and Reporting Technology (SMART). The option to flip the switch is found the BIOS configuration of your computer and could be accessed just by pressing Del repeatedly. Turn on SMART within the BIOS, and an ensuing reboot could give you the needed information about your hard drive.

A hard drive going wrong is one of the most frustrating things that could happen to any user. But remember to back up your files regularly and be alert for all these warning signs, and you`ll be confidently prepared.



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What is Data Recovery

What is Data Recovery

Information recuperation is the recovery of blocked off or debased information from media that has been harmed somehow. Information recuperation is in effect progressively utilized and is a critical procedure these days.

There has been a ton of advance in expanding the memory limit of information stockpiling gadgets. Subsequently, information misfortune from any one occurrence additionally tends to be high. The importance of lost data can fluctuate enormously. Perhaps you have had the experience of putting away a homework task on a floppy circle to make them miss on the day the activity is expected.

Consider the way that a substantial number of organizations these days have necessary authoritative related information put away on machines. Likewise, doctor’s facilities store information on patients on PCs. A lot of sites these days utilize databases innovation to upgrade their destinations and make them more unique. Php and MySql employ have been on the ascent on the Internet. Database disappointment isn’t phenomenal. Thus it’s anything but a come up short verification strategy for putting away data.

Organizations have the high dependence on PC innovation to compose and store information significant to their business activities. Along these lines the data is put away can have a lot of effect on the individual lives and exercises of organizations.

There can be a few reasons for information misfortune.

Information misfortune can happen from surprising frequencies including national tragedies, for example, surges and seismic tremors.

Frequently control disappointment can cause loss of information from hard drives. Sudden power surges can likewise make a great deal of harm to a PC’s hard drive.

Unintentionally erasing a record or organizing a hard drive or floppy circle is a common purpose behind information misfortune.

In case you have unintentionally lost any critical reports, there are a couple of stages you can take. Remember that in case you have unexpectedly erased a record, it won’t have vanished from your PC. It may have left an etching in a substitute course of action on the PC’s hard drive or other accumulating contraptions. Recovering the data incorporates discovering it and transforming it into the natural casing.

Not all information might be recoverable.

You can either contract proficient support of assistance you take care of your concern or endeavor recuperation all alone.

You can do information recuperation activities on your PC on the off chance that you recognize what you are doing. There is information recuperation programming generally accessible that can help you all the while.

Data recovery can end up befuddled in case you overwrite on the limit contraption that has the lost data. Accordingly, in fact, you don’t understand what you are doing, it is fitting to contact a specialist organization firm.

Information recuperation experts will be specialists in recouping information from a wide range of media and an assortment of harms done. There are numerous masters out there who have long periods of involvement in the IT field. The sort of information recuperation activity to utilize will depend on an extraordinary arrangement on the capacity gadget, and different factors, for example, the measure of harm done or the practical framework employed, for example, Macintosh, Windows or Linux.
There are a couple of circumstances where it may be hard to recover any data. Regardless, don’t stress as the odds mislead bolster you since an abnormal state of data recovery undertakings is productive.

Counteracting information misfortune

The path is to counteract information misfortune in any case.

Information reinforcement takes into account reestablishing information if information misfortune happens. Indeed, even standard pc clients can set up their PC to do routinely booked reinforcement tasks. In case of a hard drive crash or an imprudent change in settings by an ignorant client, the reestablish apparatus can be utilized to recover erased information or to restore the PC’s settings from a prior time.

For the reinforcement procedure to be helpful, it ought to include a few stable reinforcement frameworks and perform drills to ensure the information is being put away accurately. Extra assurance techniques from information misfortune incorporate ensuring that the hard drive is shielded from harms from the outer condition. This shields from daylight and temperature extremes.

Likewise connecting to your pc into a surge defender instead of a standard outlet can give your PC an assurance layer from power fluctuations. Stay up with the latest. Additionally, make sure to keep your reinforcement information isolate from your PC.

Organizations will experience a debacle and experience information misfortune. The best activity isn’t to freeze and furthermore not to disregard the circumstance. The speedier you correct the time, the better. Relying on information misfortune will enable you to be set up for any such occasion.