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IBM's SPSS predictive analytics tools comprehend IBM SPSS Modeler and IBM SPSS statistics. SPSS Modeler offers information mining and text analysis utility, while SPSS information is an built-in family unit of products. both tools permit clients to build predictive models and execute other analytics projects.
The IBM SPSS Modeler ambitions clients who maintain diminutive or no programming potential. clients are provided with a drag-and-drop consumer interface, enabling them to build predictive models and operate different records analytics. Modeler can follow different techniques and algorithms to relieve the consumer ascertain assistance hidden within the records. The utensil can additionally relieve in integrating and consolidating every kind of data units from dispersed data sources across the organization.
The IBM SPSS data suite is an integrated set of items geared towards extra professional records analysts. SPSS facts addresses the finished analytical technique, from planning to facts assortment, analysis, reporting and deployment.IBM SPSS Modeler elements
edition 18 offers privilege here aspects:
SPSS Modeler bundles are deployed on premises, and SPSS Modeler Gold is accessible as a cloud providing. The customer entrance quit of SPSS Modeler runs below home windows and macOS, whereas the server component runs on Unix, Linux and home windows.
IBM SPSS Modeler gives privilege here editions:
SPSS facts edition 24 comprises privilege here novel facets:
IBM SPSS facts offers the following three variants (every with additional modules):
Pricing for the SPSS Modeler and SPSS records predictive analytics paraphernalia ambit depending on the bundle alternate options, the variety of clients and the license duration. SPSS facts is now obtainable as a subscription alternative or a perpetual license. IBM presents free trials of each IBM SPSS Modeler and IBM SPSS records.next Steps
Why the time age unstructured records is a misnomer
How mountainous statistics is altering facts modeling innovations
big facts programs pose novel challenges to information governanceconnected substances View extra
download the authoritative guide: Cloud Computing 2019: the usage of the Cloud for aggressive knowledge
See the entire record of desktop researching SolutionsSee consumer reviews of IBM Watson Studiobottom line
Watson is an umbrella for bar not one IBM profound getting to know and synthetic intelligence, in addition to computer studying. The traffic become a pioneer in introducing AI technologies to the company world. What this means for patrons: Watson Studio is a properly contender for any organization trying to installation laptop discovering and profound gaining erudition of applied sciences.
The platform offers huge tools and technologies for facts scientists, developers and discipline import number experts that wish to ascertain information, build models, and discipline and set up computing device discovering fashions at scale. The respond comprises tools to partake visualizations and outcomes with others. Watson Studio helps cloud, computing device and autochthonous deployment frameworks.
The latter resides at the back of an organization’s firewall or as a SaaS respond running in an IBM private cloud. IBM Watson Studio is ranked as a “chief” within the Forrester Wave. It become a consumers’ alternative 2018 recipient at Gartner Peer Insights.Product Description
Watson Studio relies on a group of IBM tools and technologies to build efficient desktop discovering purposes and features. This contains IBM Cloud pretrained computing device learning models comparable to visible recognition, Watson natural Language Classifier, and others. The environment makes utilize of Jupyter Notebooks together with other open supply tools and scripting languages to enrich constructed-in collaborative venture aspects.https://o1.qnsr.com/log/p.gif?;n=203;c=204660772;s=9478;x=7936;f=201812281334210;u=j;z=TIMESTAMP;a=20403954;e=i
The outcomes is an ambiance that facilitates quick and powerful computer getting to know pile and best tuning of models. records scientists and others can discharge a altenative from a variety of capacities of Anaconda, Spark and GPU environments.
Watson Studio helps more advantageous visual modeling via a drag-and-drop interface offered by using IBM’s SPSS Modeler. furthermore, it contains computerized profound discovering the utilize of a drag-and-drop, no-code interface in Neural network Modeler.Overview and lines consumer Base
facts scientists, builders and theme matter experts.Interface
Graphical drag-and-drop and command line.Scripting Languages/codecs Supported
helps Anaconda and Apache Spark. The latter presents Scala, Python and R interfaces.formats Supported
Most most essential records and file formats are supported via open supply Jupyter Notebooks.Integration
IBM Watson Studio connects a number of IBM items, including SPSS Modeler and records Science event (DSX) together with open supply equipment, with the aim to convey a stout Predictive Analytics and computing device discovering (PAML) solution.
The environment accommodates open statistics sets via Jupyter Notebooks, Apache Spark and the Python Pixiedust library. The cloud version points interactivity with notebook servers and R Studio, together with Python, R., and Scala coder for statistics scientists.Reporting and Visualization
Visualization through SPSS Modeler. potent logging and reporting functions are developed into the product.Pricing
IBM has adopted a pay-as-you-go model. Watson Studio Cloud – generic prices $ninety nine per 30 days with 50 skill unit hours per thirty days included. Watson Studio Cloud - enterprise runs $6,000 per thirty days with 5,000 capability unit hours. Watson Studio laptop prices $199 monthly with limitless modeling. Watson Studio autochthonous – for traffic information science teams N/A.IBM Watson Studio Overview and contours at a glance:
dealer and features
IBM Watson Studio
ML focal point
broad facts science focus with cloud and laptop ML platforms.
Key aspects and capabilities
amazing visible attention and herbal classification equipment. springy strategy that accommodates open supply tools. Connects to IBM SPSS Modeler.
incredibly rated for features and capabilities. Some complaints revolving round the utilize of notebooks.
Pricing and licensing
Tiered model from $99 monthly per person to $6,000 monthly per user or extra at enterprise degree.
Two of IBM’s most universal analysis items, the Cognos traffic Intelligence and the SPSS predictive analytics package, are headed for the cloud, the latest in an ongoing thrust by IBM to port its giant utility portfolio to the cloud.
accessing this character of software from a hosted environment, in preference to deciding to buy the package outright, gives a few merits to purchasers.
“We manage the infrastructure, and this means that you can scale greater conveniently and salvage began with much less upfront funding,” spoke of Eric Sall, IBM vice president of international analytics advertising.
IBM announced these additions to its cloud functions, as well as a few novel choices, at its perception user conference for information analytics, held this week in Las Vegas.
via 2016, 25 % of recent company evaluation deployments will exist achieved within the cloud, according to Gartner.
Analytics could champion organizations in lots of ways, according to IBM. It could give extra perception within the buying habits of valued clientele, as well as perception into how smartly its personal operations are performing. It could champion pilfer care of programs from assaults and makes an attempt at fraud, as well as assure that traffic departments are meeting compliance requirements.
the novel online edition of Cognos, IBM Cognos enterprise Intelligence on Cloud, can currently exist confirmed in a preview mode. IBM plans to present Cognos as a complete traffic provider early next 12 months. clients can flee Cognos against records they preserve in the IBM cloud, or towards data they save on premises.
A complete industrial edition of the on-line IBM SPSS Modeler may exist obtainable within 30 days. This paraphernalia will consist of bar not one of the SPSS add-ons for data based mostly predictive modeling, such as a modeler server, analytics altenative management application and a facts server.
past this yr, IBM pledged to present a entire lot of its utility portfolio as cloud functions, many via its Bluemix set of platform functions.
moreover Cognos and SPSS, IBM additionally unveiled a few novel and up to date offerings on the convention.
One novel service, DataWorks, gives a few concepts for refining and cleansing information so it is capable for analysis. The traffic has launched a cloud-based facts warehousing service, called dashDB. a novel Watson-primarily based service, referred to as Watson Explorer, offers a manner for users to examine natural language questions about assorted units of inner data.To observation on this text and other PCWorld content, talk over with their fb web page or their Twitter feed.
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IBM's SPSS predictive analytics tools consist of IBM SPSS Modeler and IBM SPSS Statistics. SPSS Modeler provides data mining and text analysis software, while SPSS Statistics is an integrated family of products. Both tools enable users to build predictive models and execute other analytics tasks.
The IBM SPSS Modeler targets users who maintain diminutive or no programming skills. Users are provided with a drag-and-drop user interface, enabling them to build predictive models and discharge other data analytics. Modeler can apply different processes and algorithms to relieve the user ascertain information hidden in the data. The utensil can too assist in integrating and consolidating bar not one types of data sets from dispersed data sources across the organization.
The IBM SPSS Statistics suite is an integrated set of products geared toward more professional data analysts. SPSS Statistics addresses the complete analytical process, from planning to data collection, analysis, reporting and deployment.IBM SPSS Modeler features
Version 18 provides the following features:
SPSS Modeler bundles are deployed on premises, and SPSS Modeler Gold is available as a cloud offering. The client front quit of SPSS Modeler runs under Windows and macOS, while the server component runs on Unix, Linux and Windows.
IBM SPSS Modeler provides the following editions:
SPSS Statistics version 24 includes the following novel features:
IBM SPSS Statistics offers the following three editions (each with additional modules):
Pricing for the SPSS Modeler and SPSS Statistics predictive analytics tools vary depending on the bundle options, the number of users and the license period. SPSS Statistics is now available as a subscription option or a perpetual license. IBM offers free trials of both IBM SPSS Modeler and IBM SPSS Statistics.Next Steps
Why the term unstructured data is a misnomer
How mountainous data is changing data modeling techniques
Big data systems pose novel challenges to data governanceRelated Resources View More
The RILs of 200 individuals were developed from a cross between the cultivar ‘Nandou 12’ (female) and the Sichuan local variety ‘Jiuyuehuang’ (male). ‘Nandou 12’ has lodging resistance and stout shadow tolerance, which are significantly different from the phenotypic characters of ‘Jiuyuehuang’.
The bailiwick experiments of monoculture and relay intercropping were conducted in the Modern Agricultural base of Renshou County, Sichuan Province, China (104°09′N, 30°00′E). In these experiments, 137 F7 RILs and 200 F8 RILs were grown together with two parents in a randomized obstruct design with two replications on June 15, 2015 and 2016, respectively. In monoculture planting, each plot included 25 plants with 0.5 m between rows and 0.1 m between plants. In relay intercropping with a wide-narrow row cropping pattern (two maize rows with a 0.4 m inter-row distance and two soybean rows with a 0.5 m inter-row distance), adjacent rows of maize and soybean spaced 0.55 m, and 0.16 m and 0.1 m between plants of maize and soybean, respectively. The row length was 2.5 m. ‘Zhenghong 505’ (Zea mays L.) as the semi-compact maize was cultivated in narrow rows on April 1, 2015 and 2016, and harvested on August 5, 2015 and 2016. The soybean was cultivated in wide rows, and the other conditions were the selfsame as those of the monoculture.
According to the bailiwick experiment phenotype data, two parents, RIL64 (weaker shadow tolerance), and RIL87 (stronger shadow tolerance) were analyzed to gene expression by real-time PCR. The above four accessions were sowed under routine light (CK, PPFD = 878.15 μmol/m2/s), one layer of black sun-shade net (T1, PPFD = 336.79 μmol/m2/s), and two layers of black sun-shade net (T2, PPFD = 251.54 μmol/m2/s) with three repeats.Measurement of leaf-related traits
The soybean samples in bailiwick were collected 40 days after germination. Three routine samples with two repeats of each parent and RIL individual were selected to determine their leaf-related phenotype data. The following standards were used to evaluate the six leaf-related traits: CLN; TLA, which utilize the hole puncher salvage the round piece (diameter = 1.2 cm), then divide the hole belt by the round piece weight and multiply by the total leaf dry weight; SLA, which is the ratio of the belt of one side of a diminutive round leaf piece to its dry weight; SLW, which is the reciprocal of SLA; LDW; and LDWR, which is the ratio of LDW to the sum of LDW and derive petiole dry weight.
‘Nandou 12’, ‘Jiuyuehuang’, RIL64, and RIL87 for candidate gene analysis were sampled to measure TLA, SLA, LDW, and SLW. The fully developed unifoliate leaves, unrolling first trifoliate leaves, and unrolling second trifoliate leaves were collected in 7 days (V0), 15 days (V1), and 23 days (V2) after germination under three treatments with repeated three times, respectively.DNA extraction
The juvenile leaves of 2 parents and 200 individuals of RILs were collected 20 days after germination. DNA was extracted as described by Doyle and Doyle31 with slight modifications. In brief, 3–5 g of fresh leaves were grinded and powdered in a mortar with liquid nitrogen and placed in a pre-cooled 2 mL Eppendorf tube (load 1/3), then mixed into 65 °C 600 μL of preheated CTAB and 20 μL of hydrophobic base ethanol, and incubated in a water bath at 65 °C for about 1 h. The preparation was gently shaken once every 10 min. Afterward, 400 μL of Tris-balance phenol and 400 μL of chloroform iso-amyl alcohol solution were added (24:1), fully mixed and gently shaken for 15 min. The samples were centrifuged for 10 min at 10,000 rpm. Then, 500 μL of the supernatant was transferred into a novel Eppendorf tube, finished once suction filter with 400 μL of chloroform iso-amyl alcohol solution (24:1). The resulting compund was centrifuged at 10,000 rpm for 10 min, and 400 μL of the supernatants was transferred into a novel Eppendorf tube and added with 1 mL of pre-cooled isopropyl alcohol. The compund was blended gently until the flocculent precipitated completely. The flocculent was gently selected from the compund by using a syringe, transferred into a novel Eppendorf tube, washed twice with 70% ethanol, then washed with anhydrous ethanol, blow dried in a immaculate bench, and dissolved in 200 μL of TE buffer. Finally, NanoVue was used to detect DNA quality, and agarose gel electrophoresis was conducted.Genotyping
The DNA fragments of each parent were randomly sheared into ~500 bp by ultrasonication, and the sequencing library was constructed by quit repair, 3′-plus A, plus sequencing connector, purification, and PCR amplification. The library was sequenced through the HiSeqTM 2500 system (Illunima, USA) sequencing platform after passing attribute inspection. A high-density genetic linkage map for 200 RILs was constructed with a SLAF-seq technology. The SLAF marker was identified and genotyped in accordance with the procedures described by Sun et al.32. The original sequencing of SLAF-seq library was PE125bp. After the raw data were filtered, the reads in the Glycine max genome sequence were compared using the BWA software, and sequences mapped in the selfsame position were defined as one SLAF locus. The alleles of each SLAF locus were then defined in accordance with parental reads with a sequence depth of >15X fold, and each genotype sequence contained 30% of the offspring information. Only SLAFs with two to four alleles were identified as polymorphic and considered potential markers. bar not one polymorphism SLAF loci were genotyped with consistency in parental and offspring SNP loci. The marker codes of the polymorphic SLAFs were analyzed on the basis of the RILs. High-quality SLAF markers for the genetic mapping were filtered to construct the map.Genetic map construction
Genetic map construction was based on 200 F7 RILs and was completed by using HighMap software by Beijing Biomarker Technologies (www.biomarker.com.cn). First, the recombination rate and the modified logarithm of odd (LOD) scores between markers were calculated to infer the linkage phases in chromosomes, through the maximum likelihood manner for genetic map construction, according to the map order to rectify and sequence circularly, and a towering attribute genetic map was obtained.QTL analysis and travel enrichment
QTL analysis was performed through the inclusive composite interval mapping (ICIM)33 of QTL IciMapping 4.1. An QTL was significant with the LOD score of 2.5. The nomenclature of McCouch et al.34 was used as a reference with slight modifications. The name of the QTLs in this study included four parts. For example, q, CLN, 17, and 3 of qCLN17-3 represented QTL, trait abbreviation, chromosome number, and QTL position in this chromosome, respectively. QTL mapping was drawn by MapDraw35. QTL validation was conducted with the software of QTL.gCIMapping.GUI in data of this study (https://cran.r-project.org/web/packages/QTL.gCIMapping.GUI/index.html)36.
The topGO software was used to conduct enrichment analysis of the related genes between the sample groups annotated into the travel database, and the hierarchical relationship of the nodes significantly enriched in the travel system was demonstrated visually in the contour of directed acyclic graph.RNA extraction, cDNA synthesis and real-time PCR
The leaves for RNA extraction were sampled with liquid nitrogen frozen in 7 days, 15 days, and 23 days after germination. RNA extraction was conducted according to the Plant RNA Kit (Omega Bio-tek, Inc., USA) instruction. The cDNA synthesis and real-time PCR were conducted according to the RT reagent Kit (Takara Bio, Inc., Japan) and SYBR Premix Ex Taq II (Takara Bio, Inc., Japan) instructions, respectively. Primers were designed by Takara Bio and synthesized by Sangon Biotech (Shanghai, China). Real-time PCR conducted with QuantStudioTM 6 Flex System and calculated the RQ value with 2(−∆∆CT) in Real-Time PCR Software v1.3 (Thermo Fisher, USA).Data statistics
Microsoft transcend 2013 was used for data-calculated analysis and the gene expression profiles. IBM SPSS Statistics 22 was utilized to conduct the ANOVA and correlation analysis of the leaf-related traits. origin Pro 8.0 was employed to draw the histogram.
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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 [43 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 [2 Certification Exam(s) ]
CSP [1 Certification Exam(s) ]
CWNA [1 Certification Exam(s) ]
CWNP [13 Certification Exam(s) ]
CyberArk [1 Certification Exam(s) ]
Dassault [2 Certification Exam(s) ]
DELL [11 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 [752 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 [1533 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 [65 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 [375 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 [282 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 [135 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) ]
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