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note, this dialog took vicinity just just before the coronavirus shutdown in Australia. additionally, some minor edits had been made to increase clarity. Pegasystems can be accessed on the net here.
iTWire: What brings you to Australia?
Walker: at the start, they had a customer engagement summit deliberate, the place they invited lots of their Australian and APEC valued clientele. but like many others, they ought to cancel that because of the virus difficulty. So currently i am visiting a lot of their clients.
iTWire: So, ethics in AI. outline it!
Walker: yes. smartly...
iTWire: I do not feel anyone concurs!
Walker: No, neatly, we'll focus on how that works. however in essence, it be most likely the thought that with AI [you're] basically coping with a lot of customers and [those] purchasers making 'client resolution.' You simply need to attain a moral obligation in addition to, in fact sane business coverage, to get the ethics in, as a result of, there is tonnes of alternatives for AI to head rogue. appropriate... these algorithms are self-learning - there are many examples like Microsoft Tay, as an example, in case your take into account, the chatbot that they launched, which turned into truly, truly a laudable effort, appropriate? And it became, straight corrupted, grew to be racist, and it was in fact unhealthy.
however anyway, that is the factor that loads of the manufacturers, the large companies that they confer with, specifically regulated industries, however regardless, any colossal company is basically involved about. And the element is, you can't just say, well, let's not do AI, right, since it's particularly constructive. so you really need to get the ethics in AI; be certain that it behaves properly.iTWire: speaking of AI desktop studying, I saw a brilliant example of it now not doing what they expect, I've shared this story with a number of individuals... however someone had programmed a ML gadget to admire foxes from canines. And it turned into doing about 85% correct. It became doing fairly smartly. And somebody requested, what is it truly doing? as a result of they'd given it lots of test images and it referred to, adequate i know what i'm doing. They finally labored out that if it noticed snow within the history changed into a fox. If it didn't see snow, it became a dog.
Walker: You even have an instance of that where that came about for the for the armed forces, from satellite photos, trying to see tanks. And it grew to become out that all of the exercises that they trained it on had been all within the morning - so, it turned into foggy. They have been tanks; otherwise they were now not! but it truly is precisely the variety of thing. in order that appears to be foolish mistake, but this may well be, racist, misogynist, ageist, it can also be a lot of various things, and especially with the algorithms that you've got now, which cannot clarify themselves, correct. So, it's even, reasonably a feat to even work out if it turned into looking for, the clouds or the fog or the snow. and that's [the] possibility, they should in reality get off the table.
iTWire: So, does that mean that any bias in that atmosphere is the fault with the working towards set?
Walker: No, I believe, because loads of the practicing set will in reality be biased. I suggest, any company that is not having a random consultant set of valued clientele may be biased, like, a bank, for instance, usually has valued clientele that, pay the bills and the mortgages and therefore, that is not a totally statistically, consultant pattern. So, it's not the training set, but it surely is the responsibility of... and here is one of the most issues round moral AI, however's just a part of it, where the data scientists deserve to take responsibility, whether... at present there's a little bit of a tug of conflict between the facts scientists and the AI as a result of americans consider like, "oh, the AI goes to do what we're doing..." basically, the scientists (and humans in accepted) should actually take control over AI, however also be liable for the outcome. Why? since it's not rocket science, Detector bias. They just should do the work.
iTWire: precisely. as a result of they saw the equal element with those infinite discussions about facial consciousness methods that aren't respectable with americans who don't seem to be Caucasian... and are not male.
Walker: but, frankly, they are kind of the bias detection. I feel there is a number of staple items that you simply should see. So firstly, bias is a great deal simpler to become aware of if the algorithms can explain themselves.
iTWire: sure. as long as you can realize that you just're introducing bias.
Walker: yes, but there is this large, groundswell round these very opaque fashions, which can be very effective, so it is what they ought to keep in mind. So, so both from a company point of view, these models can be truly constructive, but also from a consumer point of view. Like probably the most examples I always use is in lending. If the algorithm wasn't biased, but you could not explain the job, nonetheless it truly works. or not it's now not just respectable for the financial institution, that they don't provide out loans to americans who do not pay them, it's also truly first rate for customers. Yeah, in any other case you get them into that, and we've got viewed what occurs. So, in precept, truly subtle algorithms aren't evil. but when they can not clarify themselves, there's an argument, and that's the reason the place the ethics come in - they feel strongly that there must be an AI policy in area in these massive firms the place you say, okay, this this form of algorithm you can use for this kind of intention, but no longer in a different way. And, and that policy has to be enforced - it must be at the heart of the AI system. So, for instance, you may are looking to go all out with deep getting to know algorithms to verify what is the most beneficial heritage graphic, for an ad might be. or not it's a really different component and determining when you are going to get a $25,000 loan. it really is where you probably (now not simply from an ethical point of view, but additionally for the regulator) should be capable of explain your determination method.
iTWire: when you spoke of 'heritage,' i used to be considering, even in the event you're doing photograph training, and coming lower back to my snow instance, you cannot just be conscious of the foreground. but you need to be aware of the atmosphere by which the recognized object or behaviour resides.
Walker: yes. you should recognize precisely what they're taking a look at. however for example, if that model had been a clear mannequin (some of the algorithms that can clarify themselves by way of just many examples), it will have just pointed out, "Oh, pay attention, the first aspect i'm looking at is the historical past or is the colour white" and individuals would say, "ok, why are you doing that," so that would were a clue. but when you have no idea, then... The other element about ethics and bias is additionally that the golden usual should still no longer be some kind of platonic surest of a choice in saying, "that would be superb." - the golden common is human judgment. . So I all the time say, well, bound they are able to tell foxes and canine aside, however americans that are going to repay their loans or now not, or who are going to respond favourably to do some thing, possibly even a medical medication... it really is a whole distinct ballgame. And AI needs to be greater. It doesn't have to be perfect.
iTWire: So where may still the ethics come from? what is the foundation of the ethics?
Walker: The ethics during this case... there are superficially two faculties. One school is like: AI will increase ethics, maybe even morality, however I think itself, since it will simply study things and should be studying books, it is going to analyze Wikipedia on the web, and it'll just work out what is good and evil and people form of things.
I do not feel they should still be watching for that. as a result of at present it truly is not the case.
iTWire: that is a bit manner off!
Walker: yes, or not it's a fascinating case. i'm sure there's lots of researchers trying to determine that out. as a result of, let's no longer forget that (counting on what college of philosophy you're or what faith) people themselves, increase a way of ethics, most people do.
We do not believe that you may look ahead to AI to boost a way of ethics itself, it should come from the people. So, they strongly suggest a hybrid mannequin, the place you do the AI [inaudible] do all type of classification, and all of the chances and proposals. nonetheless it's all embedded in a really prescriptive ethical framework of what should really be executed.
An illustration: we've this component, that a lot of their consumers are the usage of, known as 'subsequent greatest motion.' It asks, "what do you need to do at this time with this customer?" what is the choicest action to take - it be AI driven, nevertheless it's embedded in In an moral framework, and as an instance, it might say the AI may say, good day, this grownup is completely out there for this personal loan, could be receptive to it, would also be eligible, is over 21. some thing the suggestions are, however in reality already has loads of debt and they truly will not be including to it. it really is a rule that you should just placed on suitable of [things]. nevertheless it's part of one equipment. So in the end, the system would say, "k, propensity: excessive, eligibility: examine, you comprehend, but suitability. Now, this is now not real - they will sell it however they mustn't." And lots of their shoppers that they work with, have exclusion rules like this. one other example, right here in the community the CBA is the use of their system, but they're very empathetic to people, that are living near the wooded area fires that were right here, the place they would say, "k, smartly if you are really near that enviornment, here is likely not the time to remind you that you're late to your loan charge. hiya, listen, they be mindful you'll superior deal with your first priorities and we'll talk later... or how will they support?" it really is ethical, however the rules come from the humans - however's half of 1 device, where the AI might also have referred to, "hey, this grownup is late. it's a chance from this adult." however it truly is actually a hybrid take - expertise and humanity in one system.
iTWire: They at all times come returned to the trolley automobile problem – a runaway tram in San Francisco, barrelling down the hill. you are standing at the backside and you may both let it go into the water, otherwise you can switch it to one other music and have it hit some people.
Walker: So that's really the morality element. this is where the golden ordinary comes in, correct? as a result of they are expecting, "Oh my god, what is this AI going to do?" but first of all, what would people do? let's examine if it's more advantageous than that, and truthfully even from a philosophical factor of view, you can also be Kantian, correct? It can also be 'what is definitely the appropriate factor to do,' you can have utilitarian method... So or not it's now not even a seeing that they be aware of what's [the] correct [thing] to do.
iTWire: If [we did], there'll best be want for one thinker!
Walker: sure, sure. it really is precisely appropriate!
that you could say, well, it's really cool. That grownup sacrificed himself. but, perhaps that grownup has, three younger kids and really will not have. but regardless, I do not believe currently they need to be attempting for AI to solve that. this is a really exciting issue, however due to the fact AI is already, so pervasive - they [Pegasystems] do enterprise with these massive brands, they make 10s of millions, now and again tons of of hundreds of thousands of selections day by day, and it be the entire approach up, so that they couldn't even investigate them. so you should be certain that the equipment it really is making those choices is making choices that meet your moral guidelines, and hence, you need to have the controls the AI coverage and AI controls in region to be certain that basically happens, as a result of there is no manner that someone can determine a hundred million decisions.
iTWire: however they see even more than those a whole lot of tens of millions of selections per day, when with excessive frequency buying and selling - they are making lots of decisions a second.
Walker: precisely, sure, they do that. but apart from the ethics of the total factor, it truly is no longer a consumer decision, or not it's not similar to a legal responsibility to the enterprise, it's additionally part of the company. So I get asked loads of instances, "good day, they definitely want to make certain that this AI element that you're telling us about, even if it's clinically basically, truly good at, increasing their profitability or their revenues, they wish to be sure that their brand values are reflected. They don't need to be definitely good for twelve months, and then they get the unhealthy press and americans say, smartly, you know... after which all of it crumbles down." So, it be additionally a extremely good company determination to do this. And, and that i would even... so here is about ethics, however i might even insert empathy into the equation. So they truly try to make certain that empathetic considerations like a bushfire consideration for example. So if somebody is in basically adverse circumstances, should you be promoting them? make sure to in reality be reminding them that they're... no, this is not what you could possibly do to a chum. Now you would not have to be pals, might be along with your purchasers, [but] you really should deal with them equally.
iTWire: At some point in their future, we're going to have some pretty pervasive societal AI, for want of a better term, and perhaps at some aspect, this AI decides to accuse me of a criminal offense. So I arrived in court docket. who's my accuser?
Walker: yes, or not it's a superb aspect, I consider, i am no longer a thinker per se, but i might say this case, it be society itself. If it's the AI, they desire... am i able to simply double down on that illustration? What if you have been innocent, and there become an AI choose, and no-one knows what it does, but it's been greater constructive than human judges, what would you like the person to do? Or let's take this into medical treatments. here's an illustration I hear all the time because americans say, well, FDA, it [a medical AI] needs to clarify itself. They can not have all these bizarre algorithms that they do not keep in mind. however what if or not it's doing a clinical diagnosis for cancer? And or not it's in reality more advantageous than humans are.
iTWire: We're considering that already.
Walker: sure, but what do you want? Do you need it to clarify itself and be nearly as good as a human doctor or not explain itself and truly cure you? it's the slippery slope of AI with a promise of in reality respectable choices that you simply might also no longer be [able to] consider. or not it's like you're speakme to a sophisticated intelligence off the guy who misplaced at Go, he notion he was playing a god. And he couldn't even think about that he would lose as a result of he is so decent and he was obliterated.
iTWire: and that i heard his comment afterwards, he become asserting the machine changed into making alien moves, they were no longer strikes that a human would make.
Walker: I actually have seen it at a unique scale. I've seen algorithms get a hold of options to issues, specially these evolutionary algorithms that adapt in response to evolutionary ideas. so you [for example] you might be simulating air pollution. for 100 million years, but it's [just] 10 minutes on the desktop. And it comes with solution that definitely makes you say... as that Go player stated, it be alien.
So it's why I felt in my current position because the head of AI for Pega that they need to make the controls in reality a part of the application. You can not have it outdoor of it, as a result of someone will... you deserve to be sure that in case you take these subsequent most effective action choices, that the AI this is gobbling up the entire probabilities and the possibility and the opportunities and the suggestions is actually embedded in guidelines of ethics. and you may truly see, 'what does this basically do?' and that's additionally the place the bias comes in. So for your oldest mixtures of guidelines and guidelines and AI, what is that aggregate definitely going to do? as a result of I don't discriminate against AI. Human decision making is not biased both. So it basically does not count number where the bias is coming from, or the decisions are coming from you just should objectively choose the outcomes - and that must be constructed into these engines that are touching consumers a hundred million times a day.
iTWire: The different pleasing component is situations the place AI does have to engage with americans however finally may not and... my main example is self driving vehicles. right now, a self riding car must be extremely neatly built, since it has to contend with people. At some aspect we're going to ban individuals driving their own automobiles. And the AI gets an awful lot easier.
Walker: sure...and that they can additionally confer with different automobiles. Say "whats up, supply me half a second right here [I need to cut across you]."
So it really is to their prior aspect... so first of the entire vehicles can be a great deal simpler and everything could be much more... if most effective they have been trying to find transport, now not just looking additionally to pressure a motor vehicle as an experience (which loads of us like). it might had been solved already most likely, because it is completely the aggregate of AI and people. now not to mention that most likely the moment the self-using vehicles take off they will have people in order to simply pass the road. Say, "let's examine what happens" [if I jump in front of a self-driving car].
iTWire: They'd best do it as soon as!
Walker: sure, perhaps!
but it is right now that AI is currently one of the most friction we're seeing. now not that there's that a great deal cash really. I think it's going remarkably smartly for the size of AI already, as a result of americans suppose oh, "AI is coming." neatly, yes, or not it's coming, in the feel it will go a great deal additional than this. but it surely's there. You cannot talk to any foremost business that is not using AI, or soon that can be the case. however the friction is basically the place AI and people work as well.
As I said, it be no longer considered one gadget, we've the AI and you've got the humans, nonetheless it's all about decision making within the conclusion, and the entire control systems should follow to each.
iTWire: So conveniently, AI is conveniently taking the human decision-making process and making it sooner?
Walker: yes, faster, but also more advantageous. however quicker is one component. So it's the place you get to the hundred million [decisions per day], but also actually plenty extra constructive. because not in all circumstances, but in lots of cases, AI can just keep in mind a thousand facts facets versus a human (particularly if or not it's a fast decision), possibly 5, maybe they may be basically smart people and can juggle seven issues in their intellect and make that [decision] with all their biases and their childhood fears and their emotions and their hormones all collide to make a choice. And it's no longer like every that superb. no longer that we're dull, however's very inconsistent. it's like asking 100 people for a decision, and there can be 50 different opinions.
iTWire: if you are talking, two books got here to intellect. First become Kahneman's "considering quickly and slow," which is the heuristic that they use - the quick pondering is a heuristic they use to say that 'this' is the reply, with out really considering it. And the different ebook, which you may no longer have heard of, is called "We the individuals" with the aid of Peter Temes and Florin Rotar. Its absolutely about ethics in AI - it be a very, definitely first rate examine.
Walker: I think that's it. absolutely as a result of not simply considering quickly and gradual," there may be additionally "Blink," you understand, you have these this [inaudible] publication. And it be the, same precept. it be like, "hi there, be sure you believe your gut feeling" - i am no longer a huge fan of that.
iTWire: i'm most effective mid-manner through Kahneman's e-book and i'm pondering the greater I read it, the more i'm thinking how incorrect you are [Kahneman] about so many issues.
You know, obviously, intestine feeling is in reality first rate in the event you live on the savannah and whatever moves. and also you simply get it appropriate. Like a built-in evolutionary rulebook. In well-known gut feelings are really, a combination of lots of organic techniques, which amazingly work lots of the time. however I think or not it's principally the lack of facts - individuals are basically unhealthy, in well-known, in realizing what they don't know and AI at the least, might be, could have a way of that since it's more and more mathematical.
So at least it could say, smartly, here's what I consider. however, I haven't looked at these different thousand information features. I failed to have time as a result of I only had like a millisecond. So, I could not keep in mind these different gadgets. That kind of issue is, I consider, is a crucial consideration.
iTWire: well, they have, reached their allotted time, I suppose they have now coated the theme quite well, so thanks very lots in your time.
Walker: yes, thank you.
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Blue-Prism [3 Certification Exam(s) ]
BlueCoat [2 Certification Exam(s) ]
Brocade [4 Certification Exam(s) ]
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Business-Tests [5 Certification Exam(s) ]
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CheckPoint [45 Certification Exam(s) ]
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CIMA [2 Certification Exam(s) ]
CIPS [4 Certification Exam(s) ]
Cisco [352 Certification Exam(s) ]
Citrix [49 Certification Exam(s) ]
CIW [18 Certification Exam(s) ]
Cloudera [10 Certification Exam(s) ]
Cognos [19 Certification Exam(s) ]
College-Board [2 Certification Exam(s) ]
CompTIA [81 Certification Exam(s) ]
ComputerAssociates [6 Certification Exam(s) ]
Consultant [2 Certification Exam(s) ]
Counselor [4 Certification Exam(s) ]
CPP-Institute [1 Certification Exam(s) ]
CSP [1 Certification Exam(s) ]
CWNP [19 Certification Exam(s) ]
CyberArk [2 Certification Exam(s) ]
Dassault [2 Certification Exam(s) ]
DELL [18 Certification Exam(s) ]
DMI [1 Certification Exam(s) ]
DRI [1 Certification Exam(s) ]
ECCouncil [25 Certification Exam(s) ]
ECDL [1 Certification Exam(s) ]
EMC [134 Certification Exam(s) ]
Enterasys [13 Certification Exam(s) ]
Ericsson [5 Certification Exam(s) ]
ESPA [1 Certification Exam(s) ]
Esri [2 Certification Exam(s) ]
ExamExpress [15 Certification Exam(s) ]
Exin [42 Certification Exam(s) ]
ExtremeNetworks [3 Certification Exam(s) ]
F5-Networks [20 Certification Exam(s) ]
FCTC [2 Certification Exam(s) ]
Filemaker [9 Certification Exam(s) ]
Financial [34 Certification Exam(s) ]
Food [4 Certification Exam(s) ]
Fortinet [17 Certification Exam(s) ]
Foundry [6 Certification Exam(s) ]
FSMTB [1 Certification Exam(s) ]
Fujitsu [2 Certification Exam(s) ]
GAQM [12 Certification Exam(s) ]
Genesys [4 Certification Exam(s) ]
GIAC [17 Certification Exam(s) ]
Google [14 Certification Exam(s) ]
GuidanceSoftware [2 Certification Exam(s) ]
H3C [1 Certification Exam(s) ]
HDI [9 Certification Exam(s) ]
Healthcare [3 Certification Exam(s) ]
HIPAA [2 Certification Exam(s) ]
Hitachi [30 Certification Exam(s) ]
Hortonworks [5 Certification Exam(s) ]
Hospitality [2 Certification Exam(s) ]
HP [771 Certification Exam(s) ]
HR [4 Certification Exam(s) ]
HRCI [1 Certification Exam(s) ]
Huawei [34 Certification Exam(s) ]
Hyperion [10 Certification Exam(s) ]
IAAP [1 Certification Exam(s) ]
IAHCSMM [1 Certification Exam(s) ]
IBM [1547 Certification Exam(s) ]
IBQH [1 Certification Exam(s) ]
ICAI [1 Certification Exam(s) ]
ICDL [6 Certification Exam(s) ]
IELTS [1 Certification Exam(s) ]
IFPUG [1 Certification Exam(s) ]
IIA [3 Certification Exam(s) ]
IIBA [2 Certification Exam(s) ]
IISFA [1 Certification Exam(s) ]
Intel [2 Certification Exam(s) ]
IQN [1 Certification Exam(s) ]
IRS [1 Certification Exam(s) ]
ISA [1 Certification Exam(s) ]
ISACA [5 Certification Exam(s) ]
ISC2 [7 Certification Exam(s) ]
ISEB [25 Certification Exam(s) ]
Isilon [4 Certification Exam(s) ]
ISM [6 Certification Exam(s) ]
iSQI [9 Certification Exam(s) ]
ITEC [1 Certification Exam(s) ]
ITIL [1 Certification Exam(s) ]
Juniper [68 Certification Exam(s) ]
LEED [1 Certification Exam(s) ]
Legato [5 Certification Exam(s) ]
Liferay [1 Certification Exam(s) ]
Linux-Foundation [1 Certification Exam(s) ]
Logical-Operations [1 Certification Exam(s) ]
Lotus [66 Certification Exam(s) ]
LPI [25 Certification Exam(s) ]
LSI [3 Certification Exam(s) ]
Magento [3 Certification Exam(s) ]
Maintenance [1 Certification Exam(s) ]
McAfee [9 Certification Exam(s) ]
McData [3 Certification Exam(s) ]
Medical [70 Certification Exam(s) ]
Microsoft [413 Certification Exam(s) ]
Mile2 [3 Certification Exam(s) ]
Military [1 Certification Exam(s) ]
Misc [2 Certification Exam(s) ]
Motorola [7 Certification Exam(s) ]
MuleSoft [1 Certification Exam(s) ]
mySQL [4 Certification Exam(s) ]
NBSTSA [1 Certification Exam(s) ]
NCEES [2 Certification Exam(s) ]
NCIDQ [1 Certification Exam(s) ]
NCLEX [3 Certification Exam(s) ]
Network-General [12 Certification Exam(s) ]
NetworkAppliance [42 Certification Exam(s) ]
NetworkAppliances [1 Certification Exam(s) ]
NI [1 Certification Exam(s) ]
NIELIT [1 Certification Exam(s) ]
Nokia [8 Certification Exam(s) ]
Nortel [130 Certification Exam(s) ]
Novell [38 Certification Exam(s) ]
OMG [10 Certification Exam(s) ]
Oracle [317 Certification Exam(s) ]
P&C [2 Certification Exam(s) ]
Palo-Alto [6 Certification Exam(s) ]
PARCC [1 Certification Exam(s) ]
PayPal [1 Certification Exam(s) ]
PCI-Security [1 Certification Exam(s) ]
Pegasystems [19 Certification Exam(s) ]
PEOPLECERT [4 Certification Exam(s) ]
PMI [16 Certification Exam(s) ]
Polycom [2 Certification Exam(s) ]
PostgreSQL-CE [1 Certification Exam(s) ]
Prince2 [7 Certification Exam(s) ]
PRMIA [2 Certification Exam(s) ]
PsychCorp [1 Certification Exam(s) ]
PTCB [2 Certification Exam(s) ]
QAI [1 Certification Exam(s) ]
Qlik [2 Certification Exam(s) ]
QlikView [2 Certification Exam(s) ]
Quality-Assurance [6 Certification Exam(s) ]
RACC [1 Certification Exam(s) ]
Real-Estate [2 Certification Exam(s) ]
RedHat [8 Certification Exam(s) ]
RES [5 Certification Exam(s) ]
Riverbed [9 Certification Exam(s) ]
RSA [16 Certification Exam(s) ]
Sair [8 Certification Exam(s) ]
Salesforce [13 Certification Exam(s) ]
SANS [2 Certification Exam(s) ]
SAP [98 Certification Exam(s) ]
SASInstitute [15 Certification Exam(s) ]
SAT [2 Certification Exam(s) ]
SCO [10 Certification Exam(s) ]
SCP [6 Certification Exam(s) ]
SDI [3 Certification Exam(s) ]
See-Beyond [1 Certification Exam(s) ]
ServiceNow [1 Certification Exam(s) ]
Siemens [1 Certification Exam(s) ]
Snia [7 Certification Exam(s) ]
SOA [15 Certification Exam(s) ]
Social-Work-Board [4 Certification Exam(s) ]
Splunk [3 Certification Exam(s) ]
SpringSource [1 Certification Exam(s) ]
SUN [63 Certification Exam(s) ]
SUSE [1 Certification Exam(s) ]
Sybase [17 Certification Exam(s) ]
Symantec [137 Certification Exam(s) ]
Teacher-Certification [4 Certification Exam(s) ]
The-Open-Group [8 Certification Exam(s) ]
TIA [3 Certification Exam(s) ]
Tibco [18 Certification Exam(s) ]
Trainers [3 Certification Exam(s) ]
Trend [1 Certification Exam(s) ]
TruSecure [1 Certification Exam(s) ]
USMLE [1 Certification Exam(s) ]
VCE [7 Certification Exam(s) ]
Veeam [2 Certification Exam(s) ]
Veritas [34 Certification Exam(s) ]
Vmware [76 Certification Exam(s) ]
Watchguard [1 Certification Exam(s) ]
Wonderlic [2 Certification Exam(s) ]
Worldatwork [3 Certification Exam(s) ]
XML-Master [3 Certification Exam(s) ]
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