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upward thrust of NIH’s Biowulf Mirrors the upward propel of Computational Biology | 000-743 Dumps and true test Questions with VCE drill Test

The anecdote of NIH’s supercomputer Biowulf is captivating, crucial, and in many ways consultant of the transformation of life sciences and biomedical analysis into a hybrid self-discipline this is relative upon superior computational vigour and prolific data-producing devices. When named in 1999 – yes here is Biowulf’s twentieth birthday – it become a wee cluster of forty “packing containers on cabinets,” working CHARMm and BLAST, with 14 lively clients. a few papers (9) stated the HPC resource that year. So tons for instant affect.

today Biowulf is a roughly 2 petaflops, typical purpose HPC aid, with ~one hundred,000 cores on several nodes (skinny, thick, accelerated), 35 petabytes of storage, a elevated velocity, InfiniBand-dominated one hundred gig network, assisting 3000 energetic clients. In 2018, it ran more than 34 million jobs and delivered more than a billion CPU hours and is on pace to in shape that this yr. In 2019 further SSDs maintain been deployed, permitting up to 2.4 TB of local scratch disk allocations, and the 2500th paper citing Biowulf was published. That’s maintain an repercussion on.

Noteworthy, Biowulf cracked the Top500 in 2016 at #156 and rose to #sixty six in 2017 (the final time it ran Linpack) and continues to subsist on the record. (See HPC systems figure below; explanatory notes are at the conclusion of article.)

It’s been a wild experience. unlike the colossal machines at countrywide labs which are likely to sprout, obtain pleasure from a duration of prominence, and then topple (decommission), Biowulf has develop into a residing resource, evolving with the instances. The existing chapter, Biowulf 2.0, involves an conclusion this summer time in the sense of completing probably the most exact $70 million, 5-12 months modernization. these days, Biowulf is the quickest supercomputer in the world that is fully designed for and dedicated to biomedical analysis. (You won’t subsist stunned to subsist trained that Biowulf 3.0 planning has already begun.)

Let’s now not miss out on that HPC arrived at NIH moderately early however without astounding fanfare or wide use. In 1986 NIH introduced in a Cray X-MP/22, which was at the time the realm’s quickest supercomputer. It had two processors that could subsist addressed by using a separate application and was used with the aid of a extremely few researchers, frequently at the countrywide cancer Institute (NCI), to examine molecular constitution and to enact some photo processing. later on, advanced computer infrastructure expand at NIH changed into irregular and a bit modest together with Biowulf’s beginnings in 1999.

Biowulf Servers

The hearty fireworks started in 2013/2014 when the Biowulf 2.0 undertaking changed into conceived and undertaken, no longer lengthy after Andrea Norris joined NIH as the director at middle for guidance know-how and CIO at NIH. “It become clear they were initially of the facts tsunami that changed into affecting biomedical research,” she recalled.

Sequencing the human genome (3.2 billion basis pairs), achieved circa 2001, is the watershed suffer most americans point to when discussing biomedical analysis’s transformation birthright into a digital science. HPC, writ broadly, was as a minimum as vital because the high-volume DNA sequencing machines from utilized Biosystems in accomplishing that purpose. The AB sequencers sliced up the genome into wee DNA fragments, amplified them, sequenced them, and read out the myriad sequenced fragments. huge computers sorted the fragments and stitched them together into the proper human genome. We’ll leave aside wrangling between public and private (Celera Genomics) efforts to finish the job. Then U.S. president invoice Clinton kindly of declared the uneven draft accomplished in 2001 and the feuding events had tiny choice but to agree.

doubtless the plummeting can saturate of sequencing expertise and its quick adoption bounce-all started the common employ of advanced computing in life sciences, but many experimental existence sciences applied sciences were moreover percolating at the equal time. Chemical biology and molecular modeling (primarily scoring docking possibilities for assessing leads) had been kicking round for years and had been becoming more sophisticated. An countless number of ‘omics’ – genomics, proteomics, metabolomics, are just the great three – changed into shooting up. plenty of advanced microscopy technologies according to superior imaging, records mining, and most lately computer researching these days burst onto the scene. techniques biology, which makes an attempt to combine lots of the new digital pieces of biology into valuable simulation and prediction tools, was effervescent.

You obtain the conception. a lot of things had been going on directly (and in IT as neatly). As Norris notes there changed into a becoming avalanche of statistics spilling from new gadgets that best advanced computers could manipulate and gain feel of. earlier than plunging into expertise decisions NIH made for Biowulf 2.0, dependence two examples to set the context of the times: one from the early “what’s a pc” days; and yet another from a “we enhanced start on board” flash which seize a compressed edition of NIH’s perspective.

  • Framingham coronary heart perceive at – As a must maintain today as 70 Years in the past
  • The 70-year-old Framingham heart examine, begun in 1948, is wonderful in the world and nevertheless going robust. these days it encompasses three generations of members and is now led by way of Dr. Daniel Levy, senior investigator, on the country wide heart, Lung, and Blood Institute (NHLBI).

    Daniel Levy, NHLBI

    “It’s fairly a anecdote of the evolution of the size and complexity of the records they now maintain amassed and the complexity of the sorts of analyses that maintain been performed. When the perceive at first complete started in the Nineteen Forties there were no computers accessible for the analysis of statistics. The records could subsist accrued, a mighty deal of it was punched into historical IBM punch playing cards, and in case you desired to determine what number of diabetics there were among the customary 5000 participants you had to tangle those IBM punch cards and achieve them through a card sorter that could wait on you gain a determination of the prevalence of diabetes for your perceive at sample…To enact whatever thing fancy find the connote value of imply blood power among examine individuals, they had an historic adding computer and that changed into used to compute issues fancy potential. here is a comparatively primitive system,” said Levy.

    contrast that with what Levy and colleagues are actually doing. “We published a paper in Nature Communications about a year ago. They looked at seventy one cardiovascular disease protein biomarkers in 7000 Framingham individuals after which they conducted genome great affiliation stories (GWAS) of each and every of those 71 proteins using hundreds of thousands of genetic versions on each individual, presence on them every to each and every protein. A decade in the past it might had been practicable to enact such an analysis for a separate protein however daunting to suppose of doing it throughout 71 proteins. nowadays we're capable of solemnize this sort of brutal obligate analysis across seventy one proteins that helped us establish genetic indicators for circulating levels of those proteins and then link the genetic suggestions on these proteins to identify proteins that may additionally office causal biomarkers of cardiovascular chance.”

    The Framingham heart examine is indeed a rich resource and vital instrument whose computational necessities maintain mushroomed simply as they've complete through biomedical analysis and extra these days in the health center. nowadays, among other things, the Framingham perceive at is readying to tackle evaluation of total genome sequencing for lots of individuals and people datasets might subsist titanic.

  • the location maintain the entire applicants gone
  • So whereas necessities for DNA sequencing and genomics analysis commonly comprised the point of the spear of biology’s thrust into computation, to some extent they additionally acted a tiny bit just fancy the canary in a coal mine for NIH with esteem to selecting NIH’s declining appeal for top skill.

    “Rolling the clock again to 2013, they got here to a sober recognition that they weren’t maintaining with the needs of the intramural program in the HPC house,” explained Dr. Andy Baxevanis, director of computational biology for the NIH Intramural research software and senior scientist on the countrywide Human Genome research Institute (NHGRI). “We didn't maintain nearly adequate horsepower to satisfy the exact of complete of their investigators and they maintain been nascence to contemplate the outcomes of that. now not acting would maintain had a devastating effect on their research application, and they maintain been already seeing how they had been nascence to plunge behind their peer institutions (govt and tutorial) in that there became a measurable antagonistic repercussion on their potential to recruit and continue the most efficient and brightest.”

    NIH responded with the Biowulf 2.0 mission, a 5-section venture, with phases loosely comparable to the years of implementation. birthright here’s Andrea Norris on the effort:

    Andrea Norris, NIH CIO

    “Our pursuits over the five-year era were to position in a synchronous architecture that had each the vigour and flexibility to satisfy the needs of intramural researchers across their 27 institutes and centers and a wide variety of diverse ailment and fitness domains and throughout primary, translational and clinical research. [We wanted] to advertise facts sharing and scientific collaboration by way of having this resource centrally observed on campus with one hundred gigabit community connectivity to and from the labs and out in the course of the web. [We moreover wanted to provide] typical application guide, and now aid a set of more than 600 frequently-used purposes and tools shared by complete of their researchers and provide abundant unreasonable availability storage.”

    The Biowulf 2.0 mission, launched in 2014, became meant to position NIH’s computational capabilities on equal footing (or enhanced) with its peer institutions. Then as now, emphasizes Norris, science requirements drove HPC design and architecture selections.

    “As a CIO and as a provider company, I hold an eye on the perimeter technologies but what they [deploy] has obtained to subsist some thing that there’s exact for, that’s practical, and might subsist supported and sustained. but we're, for instance, in the Exascale Computing Initiative and their office has been in giving them the requirements for the figure of research they might fancy to subsist in a position to enact this they can not,” observed Norris. Following an extensive needs assessment with the aid of consulting company, BioTeam, NIH labored with a techniques integrator (at the start desktop Sciences Corp., which through M&As, is now well-known Dynamics advice know-how (GDIT)) to installation Biowulf 2.0 over the following few years.

    moving existence (Sciences) into the quick Lane

    curiously the primary item of enterprise became improving the community. data current became a painful pinch aspect as more research corporations brought in new lab gear and generated more facts. at the side of the Biowulf upgrade, NIH undertook an extensive community modernization, which Norris calls the linchpin enabling Biowulf.

    step one for Biowulf 2.0 became to upgrade existing Ethernet network, then 1-to-10 gig, as much as forty gigs. In 2016 the decision was made to retract to InfiniBand to obtain to a hundred Gbps.

    “That necessitated getting gateways achieve in between the Ethernet and IB fabrics and that in fact grew to become out to subsist a tiny more difficult than they first idea,” stated Steve Fellini, lead technologist, elevated efficiency computing (HPC) at NIH middle for suggestions technology. “due to the fact section two they maintain been increasing the IB fabric. With facet five they can maintain reached capability on the existing IB cloth and we’ll subsist constructing out an aggregation layer above the existing core switches. That’ll subsist an HDR-primarily based textile.”

    not distinctly, the final mile is an controversy for NIH (as it is for others.) “whereas NIH funded connections, speedy connection to certain constructions, after that it is the accountability of the individual institute to build out the community to the precise lab and that has been exceptionally sluggish going. So a few of their clients maintain more advantageous connectivity than others. They very lots encourage individuals to employ Globus with which we've had righteous luck,” spoke of Fellini.

    Norris mentioned, “we now maintain a 100 gig, very big, disbursed, state of the paintings network to a hundred-plus labs and facilities birthright here on campus and near campus. at the nascence of the mission you couldn’t even song how records are pitiful through it. Now, they are pitiful about 6 petabytes of statistics a day and observing that expand each and every yr increase. while we've a very powerful NIH community, they soundless enact combat just a tiny with that remaining mile, so up to the computing device or the piece of scientific device that’s actually sitting within the lab.”

    With data Intensive Science Comes a lot of facts

    Unsurprisingly, adding storage skill was vital. A separate cryo-em microscope, as an example, can generate 5TB of information a day, and scientists are common for bringing in new devices with out adequate esteem for necessary IT aid. indeed it’s a standard, most likely unavoidable chorus that IT refreshes can’t hold pace with lifestyles sciences instrument refreshes. after all, the long-established Biowulf 2.0 remonstrate became to obtain to 14 petabytes of storage; it has a long way passed (35 PB) that intention.

    Steve Bailey, chief, HPC, NIH heart for information expertise

    “We was stunned when they obtained requests for one hundred GB of additional storage; now typically we’ll obtain requests for 10-20 TB. That’s not odd and positively guided their decision making as they were identifying what they enact subsequent,” mentioned Steve Bailey, chief, elevated efficiency computing (HPC) on the NIH heart for tips technology.

    Fellini brought, “each compute node has an SSD and we’ll frequently inquire clients to rip as an dreadful lot I/O as practicable to that scratch storage so as no longer to overload their community-primarily based shared storage. facts to subsist retained can then subsist copied to shared house at job completion.”

    DDN and NetAPP had been fundamental storage technology suppliers. GPFS (now IBM Spectrum Scale) has been the parallel info device of option.

    “We made the determination to retract together with GPFS over Lustre some number of years ago. There are no strategies of switching to Lustre,” talked about Susan Chacko, lead scientist, unreasonable efficiency computing (HPC) on the NIH heart for assistance know-how, “There some questions about DDN and the connection with IBM GPFS. we're monitoring what changes there can subsist to licensing for GPFS.”

    searching ahead she mentioned, “we are very a mighty deal interested in stalwart state know-how and maintain in residence a wee colossal statistics cluster for storage data and so we’re evaluating that. definitely, we’re benchmarking the immense cluster as they communicate. quickly we’ll subsist evaluating a DDN SFA18K as smartly.”

    Norris takes an extended-time era view: “statistics storage is a problem for us, given the mighty amounts of records that we’re using. NIH-large archival and long-term storage recommendations and methods are lots essential. here's an area we're going to expend extra consideration during this subsequent Biowulf 3.0.”

    building the Core Compute in each method but unique

    increasing the core compute capability complete over Biowulf’s background become an incremental method pushed by means of pressing science needs with greater nodes added yearly. In 2002, as an example, 198 nodes together with 24 nodes with 24 GB of reminiscence were introduced. CPU’s were complete x86-based mostly (Intel and AMD). Sixteen pilot GPU nodes maintain been brought in 2010, by which time the entire Biowulf core matter number became as much as 9000. NIH gives a brilliant Biowulf background timeline on-line it truly is fun to ramble via with click on-throughs to points of pastime.

    most of the massive alterations occur complete through the Biowulf 2.0 task. Thirty thousand cores were delivered in 2015. an extra thirty thousand cores had been introduced in 2016, including a bunch of K80 GPU nodes, and assist for HPC container expertise, Singularity. In 2017, forty eight P100 Nvidia GPU nodes, each and every with 4 P100s, maintain been brought. Eight V100 nodes, once again with four GPUs on each and every, were added in 2018.

    The CIT HPC team does evaluate emerging applied sciences, but once again, tends to heart of attention on what with ease attainable and proven.

    “in reality for facet 5, whereas we’ve been the employ of Intel primarily based chips for the last four or 5 years, this year they took a perceive on the AMD EPYC chip. whereas they had been impressed with its efficiency, for a variety of factors they couldn’t obtain the packaging the style they crucial it. So they are expecting in the next 12 months or so it may subsist a achievable choice to Intel,” talked about Bailey.

    IBM’s power chip line is not considered as a practicable option at this time in accordance with Bailey: “Susan has a gaggle of scientists to wait on with over 600 apps and having a blended architecture inform between (IBM) vigour and Intel would no longer subsist very doable solution at this aspect just by way of the sheer variety of applications that might need to subsist recompiled.”

    “we maintain comprehensive most of their interviews and requirements gathering and benchmarks. Now they are starting to enact the evaluation to character through what are going the options.”

    working towards – in case you build It, Will they arrive?

    building a powerful HPC aid is one thing. helping biomedical researchers, many of whom maintain constrained computational competencies or training, gain helpful employ of the aid is one other. whereas IT potential stages amongst researchers is altering, it is soundless a mixed bag:

  • nevertheless plenty of desktop beginners…Baxevanis famous many researchers, “don’t code and maintain under no circumstances taken a computer science direction, but they comprehend that here is a useful resource they should subsist using to develop their research projects. To close this potential gap, the [CIT HPC team] had been providing in-person working towards periods, however the courses maintain been promoting out so directly they couldn’t hold up with demand, so the Biowulf crew developed a web Introduction to Biowulf series, permitting more individuals to rapidly Come up-to-velocity on the employ of the HPC components purchasable to them. additionally, a extremely frigid thing that the Biowulf group does is present ‘coffee shop consults’ which are sprinkled across the Bethesda campus, the location [CIT HPC team members] just hang out with their scientists who involve their questions and start banging out options commandeer there on their laptops.”
  • …however the number of HPC savvy ones is up. Levy added, “i can inform you that over the direction of the closing 8 years or so there’s been a dramatic evolution in the kinds of analysis i'm doing, the kinds of researchers i'm hiring as achieve up-doctoral fellows and personnel scientists. lots of the researchers on my group now are computational biologists, bioinformatics experts, techniques biology researchers and we're stylish upon the computing resources.”
  • Chacko offers a balanced view: “I believe [the situation] has modified greatly over the last 15 years. They used to account that workshops every two months became satisfactory. 15 years ago, they might obtain a wee number of students within the class who were definitely time-honored with Linux. That has modified dramatically. Now, an excellent number of individuals maintain some plane of familiarity with Linux. The techniques maintain received extra advanced and the types of jobs they wish to rush often are on a a mighty deal bigger scale then they maintain been yardstick with so I suppose there is soundless loads of hand retaining required but it is at a relatively diverse stage.”

    introduced Bailey, “in fact their scientists expend at least half of their time helping clients to debug their jobs. They don’t enact any collaborative analysis however when they contemplate clients who are having difficulty they now maintain personnel that look to subsist on the means they're structuring their jobs, supply them assistance about how to deploy a pipeline, and the way highest attribute to optimize it for the equipment.”

    Norris recognizes the challenge and talked about, “Biowulf 2.0 was basically focused on average HPC capabilities and in submitting applications from the command line to a queue. They basically ought to broaden their features in usher during this next facet for the less computationally sophisticated scientists.” still, the present numbers aren’t unhealthy. Roughly half of NIH researchers are utilising Biowulf – that’s neatly beyond the fashioned 25 % forecast given by means of BioTeam.

    Introducing Biowulf 3.0….

    It’s value noting how biomedical workloads and the computational necessities maintain modified. Early genomics purposes – sequence meeting, alignment, and variant calling – had been extra about embarrassingly parallel information processing than the average tightly-coupled computation of HPC modeling and simulation. Molecular modeling and methods biology used a compund of both. the upward thrust of imaging (microscopy is just one illustration) and the need for accurate identification of pictures (consider pathology studies) has confirmed most desirable for laptop discovering.

    nowadays there is a orbit of workloads which edge from plenty of computational strengths. here's mentioned in NIH’s reputable description: “Biowulf is designed for huge numbers of simultaneous jobs ordinary in the biosciences, as well as gigantic-scale allotted recollection initiatives equivalent to molecular dynamics. a great choice of scientific application is achieve in and maintained on Biowulf, together with scientific databases.”

    Biomedical research computing is starting to subsist simplest greater advanced. an outstanding illustration of this became the opening keynote The Algorithms of existence – Scientific Computing for systems Biology, offered by way of Ivo Sbalzarini, The Algorithms of existence – Scientific Computing for systems Biology (See HPCwire insurance of Sbalzarini’s talk).

    Andy Baxevanis, director of computational biology for the NIH Intramural analysis program and senior scientist at the countrywide Human Genome research Institute (NHGRI)

    “what will Biowulf three.0 perceive like?” requested Baxevanis rhetorically. “at the moment, the computing device is a well-known plane computing resource. They might certainly simply gain it bigger and individuals would subsist satisfied with that, but in the long run, that’s not the commandeer manner to retract – it must subsist both larger and several at the very time. we're within the middle of an extended-term strategic planning technique, and a fragment of that procedure involves evaluating new architectures and new technologies in order that they are able to continue to satisfy the scientific wants of the intramural research software (IRP).

    “We’re primarily focused on how the architecture should soundless subsist structured so they can start doing much more within the realms of deep learning and simulated intelligence. a few of their most exact PI recruitments maintain introduced in proficient people in this container, ordinarily in the countrywide melanoma Institute’s heart for cancer analysis, and we’re actively laying the groundwork to subsist in a position to maintain huge presence in this area. It’s whatever that we're admittedly new to so they are tiptoeing in, but it surely’s the location they contemplate the future of biomedical computing.”

    The procedure can subsist comparable to Biowulf 2.0, which is to achieve out a compelling argument, plan, and proposed cost orbit and to convince NIH leadership to fund the trouble. it's moreover decent to subsist vigilant that Biowulf, even though in complete probability preeminent, is one in complete many NIH computational initiatives. facts intensive science guidelines them complete and for the first time remaining yr NIH laid out its facts science strategy.

    spoke of Norris, “With Biowulf 2.0, they truly constructed out their capacity incrementally. year via 12 months, they added and changed ancient boards and brought ability. each and every yr they did a great Strengthen in case you will. That may additionally likely not subsist the method to are attempting to tangle in Biowulf 3.0. They might moreover enact a more consolidated each 2- or 3-12 months modernization as hostile to wee incremental yr by year,” she talked about. BioTeam is again doing the evaluation.

    It should subsist fun to monitor.

    hyperlinks to HPCwire articles on the state state HPC in life sciences in 2019:

    1) HPC in existence Sciences half 1: CPU decisions, upward propel of information Lakes, Networking Challenges, and more

    2) HPC in life Sciences half 2: Penetrating AI’s Hype and the Cloud’s Haze

    Notes for Beowulf/HPC methods diagram

    Biowulf clusterThe Biowulf cluster is a ninety five,000+ core/30+ PB Linux cluster. Biowulf is designed for giant numbers of simultaneous jobs commonplace within the biosciences, in addition to massive-scale distributed recollection projects akin to molecular dynamics. a wide selection of scientific software is installed and maintained on Biowulf, together with scientific databases. contemplate our hardware page for greater particulars. Any scientific computation should soundless subsist rush on cluster compute nodes as batch jobs or sinteractive classes.. Compute nodes can access http and ftp websites outside their community via a proxy in order that some records switch jobs will moreover subsist rush on the cluster.

    Login nodeThe login node ( is used to post jobs to the cluster. users connect with this gadget by means of ssh or NX. No compute intensive, statistics transfer or giant file manipulation methods should subsist rush on the login node. This gadget is for submitting jobs handiest.

    HelixHelix ( is the interactive records switch and file management node for the NIH HPC systems. users may soundless rush complete such procedures (scp, sftp, Aspera transfers, rsync, wget/curl, massive file compressions, and so forth.) on this system. Scientific functions aren't accessible on Helix. Helix is a forty eight core (four X three.00 GHz 12-core Xeon™ Gold 6136) gadget with 1.5 TB of leading reminiscence running RedHat enterprise Linux 7 and has an immediate connection to the cyber web.

    HelixdriveThe helixdrive provider permits clients on the NIH community to mount their home, facts, and shared directories as mapped community drives on their local workstations.

    SciwareSciware is a ‘application on demand’ carrier that gives scientific utility that runs on windows, Mac and Linux computers. Sciware is attainable to any one with an HPC account. software contains Matlab and Mathematica.

    HelixwebHelixweb is a set of web-primarily based scientific equipment.

    GlobusGlobus is a file transfer service that makes it light to flow, sync and participate significant quantities of records in the NIH as well as with other websites.

    ProxyThe http and ftp proxies allow clients to fetch facts from the internet on compute nodes with tools fancy wget, curl, and ftp.

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    List of Certification test Dumps

    3COM [8 Certification Exam(s) ]
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    ACFE [1 Certification Exam(s) ]
    ACI [3 Certification Exam(s) ]
    Acme-Packet [1 Certification Exam(s) ]
    ACSM [4 Certification Exam(s) ]
    ACT [1 Certification Exam(s) ]
    Admission-Tests [13 Certification Exam(s) ]
    ADOBE [93 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 [7 Certification Exam(s) ]
    American-College [2 Certification Exam(s) ]
    Android [4 Certification Exam(s) ]
    APA [1 Certification Exam(s) ]
    APC [2 Certification Exam(s) ]
    APICS [2 Certification Exam(s) ]
    Apple [71 Certification Exam(s) ]
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    Arizona-Education [1 Certification Exam(s) ]
    ARM [1 Certification Exam(s) ]
    Aruba [8 Certification Exam(s) ]
    ASIS [2 Certification Exam(s) ]
    ASQ [3 Certification Exam(s) ]
    ASTQB [11 Certification Exam(s) ]
    Autodesk [2 Certification Exam(s) ]
    Avaya [106 Certification Exam(s) ]
    AXELOS [1 Certification Exam(s) ]
    Axis [1 Certification Exam(s) ]
    Banking [1 Certification Exam(s) ]
    BEA [6 Certification Exam(s) ]
    BICSI [2 Certification Exam(s) ]
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    Business-Objects [11 Certification Exam(s) ]
    Business-Tests [4 Certification Exam(s) ]
    CA-Technologies [20 Certification Exam(s) ]
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    CompTIA [79 Certification Exam(s) ]
    ComputerAssociates [6 Certification Exam(s) ]
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    GIAC [15 Certification Exam(s) ]
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    IBM [1539 Certification Exam(s) ]
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    IEEE [1 Certification Exam(s) ]
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    Microsoft [393 Certification Exam(s) ]
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    PayPal [1 Certification Exam(s) ]
    Pegasystems [17 Certification Exam(s) ]
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    PMI [16 Certification Exam(s) ]
    Polycom [2 Certification Exam(s) ]
    PostgreSQL-CE [1 Certification Exam(s) ]
    Prince2 [7 Certification Exam(s) ]
    PRMIA [1 Certification Exam(s) ]
    PsychCorp [1 Certification Exam(s) ]
    PTCB [2 Certification Exam(s) ]
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    QlikView [1 Certification Exam(s) ]
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    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) ]
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    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 [4 Certification Exam(s) ]
    SpringSource [1 Certification Exam(s) ]
    SUN [63 Certification Exam(s) ]
    SUSE [1 Certification Exam(s) ]
    Sybase [17 Certification Exam(s) ]
    Symantec [136 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 [33 Certification Exam(s) ]
    Vmware [68 Certification Exam(s) ]
    Wonderlic [2 Certification Exam(s) ]
    Worldatwork [2 Certification Exam(s) ]
    XML-Master [3 Certification Exam(s) ]
    Zend [6 Certification Exam(s) ]

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