|Exam Name||:||IBM Watson V3 Application Development|
|Questions and Answers||:||63 Q & A|
|Updated On||:||April 24, 2018|
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IBM is determined to pilot its Watson know-how for tracking down rogue traders at monetary enterprises.
Watson received repute by using defeating a pair of ‘Jeopardy!’ champions, including 74-time winner Jennings, in 2011.
the new Watson monetary capabilities product will analyze emails, chats and buying and selling facts for suspicious undertaking.
Scroll down for videos
In 2012, when Watson seemed on Jeopardy, it had typical competencies - but IBM has in view that worked to boost Watson's really expert abilities in other fields akin to medical remedy and even cooking
Bridget van Kralingen, the senior vp of IBM business systems, referred to the tool is being piloted with fewer than 10 financial business valued clientele.
but IBM is also constructing other functions for the expertise no longer simply confined to finding rogue merchants - one feature will analyze regulatory text to identify felony tasks and help verify no matter if an organization's compliance courses abide by way of set guidelines.
a further element of the technology would aid banks determine suspicious transactions.
These monetary provider offerings are a brand new mission for IBM because it goals to acquire a larger share of the financial institution regulation compliance trade.
In September, IBM agreed to purchase Promontory financial group to aid boost Watson's financial institution law competencies.
In 2012, when Watson appeared on Jeopardy, it had accepted abilities - but IBM has on the grounds that labored to improve Watson's really good advantage in different fields comparable to medical treatment and even cooking.
Watson's trader surveillance capability is probably the most developed among its new set of financial features, referred to Van Kralingen and Eugene Ludwig, who based Promontory and runs it inside IBM.
They in comparison Watson's financial services to its medical analysis capabilities.
IBM is additionally developing other functions for the know-how now not just constrained to finding rogue merchants - one characteristic will analyze regulatory textual content to determine prison responsibilities and aid check no matter if an organization's compliance courses abide through set guidelines
In a medical capability, Watson reads medical literature whereas for the reason that patient histories and clinical indicators before suggesting a prognosis.
In a monetary atmosphere, Watson could analyze correspondences, trading records, market records and different statistics to identify cases where an worker may be conducting insider trading or manipulating the market.
IBM says that banks want Watson as a result of regulatory compliance officers by myself cannot analyze the massive quantities of advice and facts generated with the aid of banks.
additionally, existing applied sciences count on extra simplistic tools such as searching emails for phrases that could indicate misconduct, whereas Watson analyzes more statistics and is more desirable at settling on complex patterns, IBM claims.
'I feel about it like a detective that can do difficulty solving, rather than only a search.
'and that's the difference that many possibility and compliance officers are determined for,' mentioned Van Kralingen.
She mentioned that Watson is researching to work with numerical data and relocating above and past its language processing abilities, which was the main foundation for its Jeopardy win.
Van Kralingen talked about that Watson's ability to investigate regulatory counsel and financial institution compliance systems us nonetheless being developed, and that the task depends on Promontory's advantage and its identification of regulatory obligations amongst an enormous amount of federal rule literature.
Small but effective: Its big computing capabilities as soon as took a tool the dimension of a room, but Watson is now the dimension of three stacked pizza bins
IBM mentioned that they intention to strengthen a expertise with fewer 'false positives' - when banks incorrectly flag transactions that aren't nefarious.
Ludwig observed that 'the enthusiasm is dazzling' for this know-how among expertise shoppers.
although, it will possibly take time to enhance the know-how optimally.
In a previous melanoma medication effort at a sanatorium in Texas, Watson stalled due to an issue with integrating its personal technology to the clinic's information methods.WHAT can not WATSON DO?
Watson already has won a major television game display, is trying to find a remedy for cancer and has bold gastronomy ambitions including devising a recipe for chocolate-pork burritos.
The IBM supercomputer is becoming a jack of all trades for the U.S. tech massive -- together with in its new role as a company consultant and analyst for numerous industries by using massive web databases.
IBM has developed a Watson Engagement marketing consultant software to assistance participants of the military and their households how to neatly manage shifting to lifestyles after the service.
within the oil and gas sector, IBM has worked with the British tech community Arria to integrate Watson's capabilities to aid enhance administration of leaks in refineries.
Watson has teamed with Elemental course, maker of 'sensible toys,' equivalent to a dinosaur that can tell studies and answer questions from infants.
The desktop has in its memory heaps of recipes from 'Bon Appetit' journal, and it also is aware of the chemical properties of meals.
If Watson suggests marrying strawberries with mushrooms, it's since the two foods share a chemical bond.
For the past several decades we’ve been teaching computers to be aware the visible world. And like everything artificial intelligence these days, laptop vision is making rapid strides. So a lot in order that it’s starting to beat us at ‘identify that object.’
every year the ImageNet assignment runs a contest testing the present potential of computers to determine objects in images. And in 2015, they hit a milestone…advertisement
Microsoft reported a four.94% error cost for his or her vision system, compared to a 5.1% human counterpart.
while that doesn’t rather supply computers the potential to do everything that human imaginative and prescient can (yet), it does mean that computer imaginative and prescient is equipped for prime time. truly, computer vision is terribly good — and lightning speedy — at slim tasks. projects like:
this is a video game-changer for enterprise. An A.I.-powered device that may digitize the visual world can add cost to a wide array of business methods — from marketing to security to fleet administration.Unlocking statistics in visual content material
So right here’s a step-via-step guide for constructing a powerful photograph attention provider — powered by way of IBM Watson — and in a position to facial recognition, age estimation, object identification, and so forth.
The application wrapped round this carrier (at the start developed by means of IBM’s Watson Developer Cloud) is preconfigured to establish objects, faces, text, scenes and different contexts in photographs.a short example.
And incidentally…right here’s what Watson present in our featured photo above:categoriesScore guitarist 0.69 musician 0.77 entertainer 0.77 person 0.86 songwriter 0.61 bass (musical instrument) 0.fifty three musical instrument 0.54 gadget 0.54 orange colour 0.95 classification Hierarchy /adult/entertainer/musician/guitarist /person/songwriter /gadget/bass (musical instrument) Faces ranking age 18 – 24 0.50 male 0.02
now not too shabby. Watson accurately identified the picture as a person with a guitar. It additionally found the face, which is relatively fabulous. however was doubtful concerning the guitarist’s age and gender.
in my opinion, i might wager our guitarist is a woman in response to the longer hair and fingernails. And no doubt Watson should be able to choose up these refined clues as smartly in the close future.
word: The “ranking” is a numerical illustration (0-1) of how confident the system is in a particular classification. The bigger the number, the higher the confidence.A.I.-Powered imaginative and prescient
the use of a man-made intelligence platform to directly translate the issues we see into written standard language, is like having an army of experts invariably reviewing and describing your pictures.
permitting you to at once — and accurately — arrange visual tips. Turning piles of images — or video frames — into positive facts in your enterprise. records that may then be acted upon, shared or stored.
what is going to you be taught out of your visual information?
in case you’d like to preview the source code, here’s our fork of the software on GitHub.The culmination
The steps in this e book will create an utility comparable to here…
that you can additionally preview a reside version of this software. The foremost elements are:
And here's just the starting, this application can be prolonged in numerous approaches — it’s simplest restrained by using your imagination.how it works.
here’s a brief diagram of the principal add-ons…
The software uses just one cloud-based mostly carrier from IBM Watson:
observe: Most of here steps can also be completed via command line or point-and-click. To preserve it as visible as feasible, this guide makes a speciality of point-and-click. but the source code additionally contains command line scripts if that’s your choice.What You’ll need
before we create the carrier illustration and utility container, let’s get the equipment necessities knocked.download the supply repository.
To beginning, go ahead and down load the source info.
notice: You’ll need a git customer put in in your desktop for this step.
quite simply move to the directory you wish to use for this demo and run right here instructions in a terminal…Terminal # download supply repository git clone https://github.com/10xNation/ibm-watson-visible-cognizance.git cd ibm-watson-visual-focus
At this point, that you can retain the terminal window open and set it apart for now…we’ll want it in a later step.identify the software.
appropriate away, let’s nail down a reputation to your new picture awareness app.happen.yml ... # application name - name: xxxxxxxxxxxxxxx ...
substitute xxxxxxxxxxxxxxx within the happen.yml file with a globally entertaining identify for your instance of the application.
The name you select may be used to create the utility’s URL — eg. http://visual-focus-12345.mybluemix.net/.Create a Bluemix account.
Go to the Bluemix Dashboard web page (Bluemix is IBM’s cloud platform).
in case you don’t already have one, create a Bluemix account via clicking on the “sign up” button and finishing the registration process.install Cloud-foundry.
a couple of of the steps in this guide require a command line session, so that you’ll should install the Cloud-foundry CLI device. This toolkit allows you more with no trouble engage with Bluemix.Open a terminal session with Bluemix.
once the Cloud-foundry CLI device is installed, you’ll be capable of log into Bluemix through the terminal.Terminal # Log into Bluemix cf api https://api.ng.bluemix.netcf login -u YOUR_BLUEMIX_ID -p YOUR_BLUEMIX_PASSOWRD
substitute YOUR_BLUEMIX_ID and YOUR_BLUEMIX_PASSOWRD with the respective username and password you created above.Step 1: Create the software Container
Go to the Bluemix Dashboard web page.
Then on the subsequent page, click on the “Create App” button to add a new software.
during this demo, we’ll be using a Node application, so click on “SDK for Node.js.”
Then fill out the assistance required, the usage of the software name you chose in What You’ll want — and hit “Create.”Set the utility memory.
earlier than we move on, let’s give the software a bit extra reminiscence to work with.
click on on your software.
Then click on on the “plus” signal for “MB memory PER instance” — set it to 512 MB — and hit “retailer.”Step 2: Create the visible focus example
To installation your visual cognizance carrier, bounce again to the Bluemix Dashboard page.
click on in your utility again.
And that may still take you to the Overview tab to your application. And in view that here's a brand new application, you should see a “Create new” button in the Connections widget — click that button.
remember to now see an extended checklist of functions. click on “Watson” within the classes filter and then click on “visual cognizance” to create an example of that service.
Go ahead and decide a service identify that makes sense for you — eg. visual recognition-Demo. For this demo, the “Free” Pricing Plan will just do first-rate. And through default, make sure you see your application’s identify listed in the “linked to” box.
click on the “Create” button when in a position. And enter the name and Pricing Plan you selected into the happen.yml file…appear.yml ... # visible cognizance visible cognizance-Demo: label: watson_vision_combined plan: free ... - services: - visual cognizance-Demo ...
If necessary, change each instances of visual consciousness-Demo with your service name and free with your chosen Pricing Plan.
consider free to “Restage” your application when precipitated.Enter provider credentials.
After your visible consciousness instance is created, click on the respective “View credentials” button.
And that allows you to pop up a modal with your particulars.
replica/paste your API key into the respective element of your .env file..env # ambiance variables VISUAL_RECOGNITION_API_KEY=xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
exchange xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx with the key listed for api_key.
Your visible focus carrier is now able. So let’s fireplace this thing up!Step three: Launch It
To convey the software to existence, with ease run the following command — making sure the terminal is still in the repository directory and logged into Bluemix…Terminal cf push
This command will add all of the mandatory data, configure the settings — and begin the application.
observe: that you would be able to use the equal cf push command to replace the equal utility after it’s at first posted.Take a look.
After the utility has began, you’ll be capable of open it in your browser at the respective URL.
The page should seem something like this…
Play around with it and get a feel for the performance.customized classifier.
The software also helps a customized classifier, which permits you to personalize the category of objects the gadget can identify inside your pictures.
To test it out, click on on the “teach” button.
The “Free” pricing plan only helps one custom classifier. So if you are looking to look at various varied models, you’ll should delete the outdated one. and you can do this by deleting and recreating the visual consciousness carrier — step #2 above. otherwise you can regulate the existing provider the usage of here command…
be aware: You’ll need the curl command put in for this.Terminal # Get classifier identity curl -X GET "https://gateway-a.watsonplatform.internet/visible-focus/api/v3/classifiers/?api_key=xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx&edition=2017-05-06" # remove existing custom classifier curl -X DELETE "https://gateway-a.watsonplatform.net/visible-recognition/api/v3/classifiers/xxxxxxxxxxxx?api_key=xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx&edition=2017-05-06"
substitute 2017-05-06 with the date you created the classifier, xxxxxxxxxxxx with the classifier_id lower back from the primary command, and each situations of xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx with the visible focus service api key you retrieved in step #2Troubleshooting
if you’re having any complications with the application, be sure to check out the logs…
just click on on the “Logs” tab inside your utility page.
And that’s pretty lots the end of the street. You’re now a pc vision professional!Take it to the subsequent stage
suppose such as you’re able to supply your purposes and instruments the power of sight? The sky’s the restrict for how and the place you apply this expertise.
And under the present pricing, which you could classify 250 pictures/day for free. So there’s no rationale not to leap correct in.
that you may dig deeper into the visual focus provider on the Watson Developer documentation. enjoy!This publish is a part of our the way to practice A.I. in your company weblog collection. be sure to take a look at our previous concerns:
And be on the lookout for future concerns, they arrive out each different Monday.
IBM's established Parallel File gadget (GPFS) will soon “see” data on tape cartridges via an commercial enterprise edition of LTFS, big Blue's Linear Tape File gadget.
LTFS comprises a self-describing tape layout, with metadata on the fabric at a favourite location defining the tape’s file contents. LTFS supports LTO5, LTO6 or TS1140 tape, and a host computing device can use LTFS, as an example, to install a drag and drop, file:folder graphical user interface to the tape.
while GPFS is being rebranded Elastic Storage, IBM is establishing an LTFS EE (enterprise edition) product that provides a link between GPFS and LTFS.
Frank Kraemer, an IBM customer technical architect for IBM Germany, says which you could “put any LTFS tape in the tape library, import it with LTFS EE instructions and the information will demonstrate up for your GPFS filesystem described through your import suggestions.”
it works because LTFS EE “makes use of an interior 'hidden' GPFS filesystem to preserve the metadata of the LTFS to GPFS mapping.”
This gives a means for bulk GPFS data that has a low entry price, however must be retained, to be stored on reasonably priced band reliable tape, averting it occupying costly disk house.
LTFS EE records import/export function
An IBM LTFS site states:
IBM Linear Tape File device commercial enterprise edition (LTFS EE) offers firms a simple means to make use of affordable IBM tape drives and libraries inside a tiered storage infrastructure. by using tape libraries instead of disks for Tier 2 and Tier three information storage – information it truly is stored for lengthy-time period retention – enterprises can improve effectivity and cut back expenses. additionally, LTFS EE seamlessly integrates with the scalability, manageability and efficiency of GPFS, an IBM business file administration platform that makes it possible for organisations to movement past with ease adding storage – to optimising information administration.
IBM says “the usage of LTFS EE, companies can comfortably share statistics access to each tape and disk storage across a worldwide storage ambiance.”
We must word that “in a huge GPFS cluster the variety of LTFS-EE situations is no less than two, or all GPFS NSD server nodes in case you desire full scaling.”
massive Blue says or not it's feasible to duplex single web page tapes by way of LTFS EE or GPFS policy. If multi-site electronic replication is preferred, two implementations are viable. GPFS AFM can be used to copy between the sites, or an easy script using rsync can also be used to do the replication.
IBM says ”efficiency of the tape drives and of the LTFS EE server is load balanced via the LTFS EE software to be sure the optimum feasible information cost and records availability.”
LTFS EE-supported tape libraries are the TS4500 and TS3500 IBM libraries the usage of LTO 5 and 6, and IBM’s 3592 JB, JC and JK formats. GPFS v3.4 or later is required.
Kraemer brought: “it be a really new product however client hobby is excessive and early adopters have already begun.”
examine an IBM datasheet here [PDF] for more information. ®
backed: learn the way to radically change your information right into a strategic asset for your business through the use of the cloud to accelerate innovation with NetApp
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ACSM [4 Certification Exam(s) ]
ACT [1 Certification Exam(s) ]
Admission-Tests [12 Certification Exam(s) ]
ADOBE [91 Certification Exam(s) ]
AFP [1 Certification Exam(s) ]
AICPA [2 Certification Exam(s) ]
AIIM [1 Certification Exam(s) ]
Alcatel-Lucent [13 Certification Exam(s) ]
Alfresco [1 Certification Exam(s) ]
Altiris [3 Certification Exam(s) ]
Amazon [2 Certification Exam(s) ]
American-College [2 Certification Exam(s) ]
Android [4 Certification Exam(s) ]
APC [2 Certification Exam(s) ]
APICS [2 Certification Exam(s) ]
Apple [69 Certification Exam(s) ]
AppSense [1 Certification Exam(s) ]
Arizona-Education [1 Certification Exam(s) ]
ARM [1 Certification Exam(s) ]
Aruba [6 Certification Exam(s) ]
ASIS [2 Certification Exam(s) ]
ASQ [3 Certification Exam(s) ]
ASTQB [8 Certification Exam(s) ]
Autodesk [2 Certification Exam(s) ]
Avaya [91 Certification Exam(s) ]
Axis [1 Certification Exam(s) ]
Banking [1 Certification Exam(s) ]
BEA [5 Certification Exam(s) ]
BICSI [2 Certification Exam(s) ]
BlackBerry [17 Certification Exam(s) ]
BlueCoat [2 Certification Exam(s) ]
Brocade [4 Certification Exam(s) ]
Business-Objects [11 Certification Exam(s) ]
Business-Tests [4 Certification Exam(s) ]
CA-Technologies [20 Certification Exam(s) ]
Certification-Board [9 Certification Exam(s) ]
Certiport [3 Certification Exam(s) ]
CheckPoint [39 Certification Exam(s) ]
CIPS [4 Certification Exam(s) ]
Cisco [305 Certification Exam(s) ]
Citrix [46 Certification Exam(s) ]
CIW [17 Certification Exam(s) ]
Cloudera [10 Certification Exam(s) ]
Cognos [19 Certification Exam(s) ]
College-Board [2 Certification Exam(s) ]
CompTIA [72 Certification Exam(s) ]
ComputerAssociates [6 Certification Exam(s) ]
CPP-Institute [1 Certification Exam(s) ]
CWNA [1 Certification Exam(s) ]
CWNP [13 Certification Exam(s) ]
Dassault [2 Certification Exam(s) ]
DELL [9 Certification Exam(s) ]
DMI [1 Certification Exam(s) ]
ECCouncil [21 Certification Exam(s) ]
ECDL [1 Certification Exam(s) ]
EMC [126 Certification Exam(s) ]
Enterasys [13 Certification Exam(s) ]
Ericsson [5 Certification Exam(s) ]
Esri [2 Certification Exam(s) ]
ExamExpress [15 Certification Exam(s) ]
Exin [40 Certification Exam(s) ]
ExtremeNetworks [3 Certification Exam(s) ]
F5-Networks [20 Certification Exam(s) ]
Filemaker [9 Certification Exam(s) ]
Financial [36 Certification Exam(s) ]
Fortinet [12 Certification Exam(s) ]
Foundry [6 Certification Exam(s) ]
Fujitsu [2 Certification Exam(s) ]
GAQM [8 Certification Exam(s) ]
Genesys [4 Certification Exam(s) ]
GIAC [15 Certification Exam(s) ]
Google [4 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 [27 Certification Exam(s) ]
Hortonworks [4 Certification Exam(s) ]
Hospitality [2 Certification Exam(s) ]
HP [735 Certification Exam(s) ]
HR [2 Certification Exam(s) ]
HRCI [1 Certification Exam(s) ]
Huawei [21 Certification Exam(s) ]
Hyperion [10 Certification Exam(s) ]
IBM [1516 Certification Exam(s) ]
IBQH [1 Certification Exam(s) ]
ICDL [6 Certification Exam(s) ]
IEEE [1 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 [4 Certification Exam(s) ]
ISC2 [6 Certification Exam(s) ]
ISEB [24 Certification Exam(s) ]
Isilon [4 Certification Exam(s) ]
ISM [6 Certification Exam(s) ]
iSQI [7 Certification Exam(s) ]
Juniper [61 Certification Exam(s) ]
Legato [5 Certification Exam(s) ]
Liferay [1 Certification Exam(s) ]
Lotus [66 Certification Exam(s) ]
LPI [21 Certification Exam(s) ]
LSI [3 Certification Exam(s) ]
Magento [3 Certification Exam(s) ]
Maintenance [2 Certification Exam(s) ]
McAfee [8 Certification Exam(s) ]
McData [3 Certification Exam(s) ]
Medical [25 Certification Exam(s) ]
Microsoft [354 Certification Exam(s) ]
Mile2 [2 Certification Exam(s) ]
Military [1 Certification Exam(s) ]
Misc [1 Certification Exam(s) ]
Motorola [7 Certification Exam(s) ]
mySQL [4 Certification Exam(s) ]
NCLEX [2 Certification Exam(s) ]
Network-General [12 Certification Exam(s) ]
NetworkAppliance [36 Certification Exam(s) ]
NI [1 Certification Exam(s) ]
Nokia [6 Certification Exam(s) ]
Nortel [130 Certification Exam(s) ]
Novell [37 Certification Exam(s) ]
OMG [10 Certification Exam(s) ]
Oracle [256 Certification Exam(s) ]
P&C [1 Certification Exam(s) ]
Palo-Alto [3 Certification Exam(s) ]
PARCC [1 Certification Exam(s) ]
PayPal [1 Certification Exam(s) ]
Pegasystems [11 Certification Exam(s) ]
PEOPLECERT [4 Certification Exam(s) ]
PMI [15 Certification Exam(s) ]
Polycom [2 Certification Exam(s) ]
PostgreSQL-CE [1 Certification Exam(s) ]
Prince2 [6 Certification Exam(s) ]
PRMIA [1 Certification Exam(s) ]
PsychCorp [1 Certification Exam(s) ]
PTCB [2 Certification Exam(s) ]
QAI [1 Certification Exam(s) ]
QlikView [1 Certification Exam(s) ]
Quality-Assurance [7 Certification Exam(s) ]
RACC [1 Certification Exam(s) ]
Real-Estate [1 Certification Exam(s) ]
RedHat [8 Certification Exam(s) ]
RES [5 Certification Exam(s) ]
Riverbed [8 Certification Exam(s) ]
RSA [15 Certification Exam(s) ]
Sair [8 Certification Exam(s) ]
Salesforce [5 Certification Exam(s) ]
SANS [1 Certification Exam(s) ]
SAP [98 Certification Exam(s) ]
SASInstitute [15 Certification Exam(s) ]
SAT [1 Certification Exam(s) ]
SCO [9 Certification Exam(s) ]
SCP [6 Certification Exam(s) ]
SDI [3 Certification Exam(s) ]
See-Beyond [1 Certification Exam(s) ]
Siemens [1 Certification Exam(s) ]
Snia [7 Certification Exam(s) ]
SOA [15 Certification Exam(s) ]
Social-Work-Board [1 Certification Exam(s) ]
SpringSource [1 Certification Exam(s) ]
SUN [63 Certification Exam(s) ]
SUSE [1 Certification Exam(s) ]
Sybase [17 Certification Exam(s) ]
Symantec [133 Certification Exam(s) ]
Teacher-Certification [3 Certification Exam(s) ]
The-Open-Group [8 Certification Exam(s) ]
TIA [3 Certification Exam(s) ]
Tibco [18 Certification Exam(s) ]
Trend [1 Certification Exam(s) ]
TruSecure [1 Certification Exam(s) ]
USMLE [1 Certification Exam(s) ]
VCE [6 Certification Exam(s) ]
Veeam [2 Certification Exam(s) ]
Veritas [28 Certification Exam(s) ]
Vmware [54 Certification Exam(s) ]
Wonderlic [1 Certification Exam(s) ]
Worldatwork [2 Certification Exam(s) ]
XML-Master [3 Certification Exam(s) ]
Zend [6 Certification Exam(s) ]
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