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commercial enterprise AI beats the X86 competitors
IBM has just introduced an AC922 vigour 9 based mostly computing device that addresses artificial intelligence (AI), deep and desktop discovering - aimed toward the business AI market.
We received most of the counsel from the Sumit Gupta and his group. hi is a VP at IBM Cognitive programs chargeable for AI, computing device & Deep learning products and you'll take a look at a few particulars about AI in his weblog.
the new AC922 server has 4 to 6 V100 GPUs with 16 or 32GB and comes with a brand new energy 9 processor, supports PCIe Gen four and the 2nd era NVlink 2.0 interlink pleasing to IBM’s platform. The system is targeting the memory coherence as the I/O device gets you to make use of the 2TB of gadget RAM almost as speedy as the entry time of the GPU RAM.
IBM’s 4 GPU gadget allows a fantastic CPU to GPU bandwidth of 150 GB/s/ CPU to DDR4 memory can most effective achieve one hundred seventy GB/s, so NVlink 2.0 is truly very near that speed. NVlink 2.0 lets two V100 playing cards talk to the same a hundred and fifty GB/s. here is the entertaining means of the IBM power 9 platform.2TB plus Hash tables data sets
This offers superb coherent entry to device reminiscence. The whole system tackle 2TB and this may still be enough for terribly big hash tables. Of route, the system comes with PCIe Gen four CAPI 2.0 assist. The CAPI 2.0 - exciting to the power 9 processor - permits 32GB /s speeds. CAPI 2.0 Coherent Accelerator Processor Interface is designed as a layer on excellent of the PCIe that allows direct connection of the CPUI and exterior accelerations like GPU, ASIC, FPGA or quickly storage.
The AC922 accelerated server desktop also helps an open supply variant of CAPI. OpenCAPI is an Open average-primarily based high-speed interconnect for accelerators, storage-type reminiscence, and networking.
the important thing abilities over the X86 competition - examine Intel) -is the reminiscence coherency as that you could without delay attach the GPU to the device reminiscence. IBM’s skills is that it could possibly interconnect the GPU to device reminiscence tons sooner than Intel based machines. The 4 GPU desktop is outfitted with InfiniBand and Ethernet and comes as an air-cooled solution.New AC922 has 6GPUs and power 9
the new AC922 gadget now supports six V100 GPUs with both 16GB and 32GB. This system is enjoyable, adding the water cooler to keep the computer at the top of the line temperature. while the vigor 9 CPU nevertheless speaks at a hundred and seventy GB/s with DDR4 the NVlink 2 speeds drops to one hundred GB/s if you use all six playing cards. which you could use 32 GB Volta V100 playing cards and have a complete of 192 GB graphics memory, whereas the full equipment reminiscence continues to be at the magical 2TB (2048GB). Even at one hundred GB/s the exchange of information is distinctive time faster compared to a Xeon V4 based answer. we are able to come to that a bit later.
Why can we want all that I/O and reminiscence?
The answer is primary. You deserve to have enormous reminiscence size and speedy verbal exchange between CPU and GPU and equipment reminiscence for hash tables. Hash tables are basic facts structures for analytics over colossal datasets. you could use them in massive databases, bloom filters or statistics lakes. Many might not even have heard about data lakes, but businesses which it makes for their shoppers use these facts lakes.
We discovered a great definition over at kdnuggets.com
“A statistics lake is a storage repository that holds an unlimited volume of raw records in its native structure, together with structured, semi-structured, and unstructured records. The statistics structure and necessities don't seem to be defined unless the statistics is needed.”
the important thing change of a data lake in comparison to a knowledge warehouse, is that the latter has the information structured and processed while the lake has the facts form of structured/semi structured or unstructured at its raw state. believe of it as a desk drawer filled with critical files. You understand that they're all there, however there is not any constitution and it can take you hours to make feel out of it.
IBM did a little analysis and claimed that a power 9 gadget using 4 the equal GPU can benefit 6.2 and even 8.sixty five velocity over an Intel based system. it is hard to argue that Intel Skylake gadget suffers from the hurdles of the GPU acceleration including small GPU reminiscence limits and the undeniable fact that modifications on statistics in CPU reminiscence does not get up-to-date in GPU reminiscence.
CPU to GPU communique via NVLink2 solves each complications as its a hundred–one hundred fifty GB/s high-velocity allows storing a full hash desk in CPU memory and transferring pieces to GPU for fast operations when obligatory.
Coherence lets new inserts in CPU memory to get up to date in GPU memory.
A CUDA H2D Bandwidth verify indicates that the P9 device with 2nd technology NV link allows 5.6 X sooner statistics circulate from CPU to GPU in a 4 GPU gadget. IBM ran some exams and tried to measure the bandwidth and got 12 GB/s with PCIe based mostly Xeon E5 2640 V4 + P100.
The equipment in response to ultimate year's energy notebook bases server S822LC + 9100 ratings 34.16 GB the usage of 2 NV link 1.0 (16 /GBs per hyperlink), the brand new power 9 with 6 V100 using 2 NVlink 2.0 (32 GB/s max bandwidth) scores forty five.9 GB/s or three.8 times sooner than an Intel primarily based system.
The king of the benchmark is the new vigor 9 device with 4 V100 GPUs, 3 NVlink 2.0 scoring 68 GB/s or 5.6 times quicker than the Intel PCIe 4 based gadget.
IBM energy AC922 has 32 cores (2 x 16c chips), POWER9 with NVLink 2.0; 2.25 GHz, 1024 GB memory, 4xTesla V100 GPU; Ubuntu sixteen.04. ultimate 12 months's energy S822LC for HPC has 20 cores (2 x 10c chips), POWER8 with NVLink; 2.86 GHz, 512 GB reminiscence, Tesla P100 GPU.
Intel’s aggressive HW: 2x Xeon E5-2640 v4; 20 cores (2 x 10c chips) / forty threads; Intel Xeon E5-2640 v4; 2.four GHz; 1024 GB reminiscence, 4xTesla V100 GPU, Ubuntu 16.04
PCIe four.0 knowledge is quite clear, you get double the pace of PCIe three.0 and efficiency can leap from 200 Gbps with PCIe 3 to four hundred Gbps with PCIe four.0AC922: interesting Capabilities for business AI
this is the most effective server that can leverage equipment reminiscence from GPU facet for 2TB+ per node. Intel doesn’t have the rest like this presently in case you want to run, let’s say, Caffe with LMS (enormous model help) runtime with one thousand new release a Xeon X86 based 2640 v4 with 4 V100 GPUs will need three.1 hours. The same task might be comprehensive in 49 minutes on the energy AC922 with 4 V100 GPUs.
The important factor to bear in mind is that this is an capabilities of the IBM vigour 9 structure as each methods have the identical GPU. here's exactly why super-quick input and output investment turned into the appropriate wager.
When it comes to dispensed deep learning, which you could expect the most effective scaling because of sophisticated I/O between nodes. the usage of ResNet-50, ImageNet-1K you get ninety five p.c of top-rated scaling 256 GPUS.
IBM also announced new LC922 & LC921 Servers with vigor 9 Processors Optimized for facts stores and even nicknamed them the "huge information crushers".
this text is the 2nd installment in a 4-half collection that examines how the X-force IRIS framework can aid identify alternatives for safety practitioners to increase community safety and reduce chance through addressing the steps an adversary typically takes to assault a community. be certain to study part 1 for the total scoop.
Attackers are perpetually discovering companies which are vulnerable to attack and refining their assault plan. despite the fact, there are opportunities to undermine a danger actor’s attack practise and skill to compromise your company efficiently.
IBM X-force Incident Response and Intelligence functions (IRIS) developed a cyberattack framework to enhanced take into account, song and safeguard towards patterns of malicious conduct used via quite a lot of adversarial actors.
The IBM X-force IRIS cyberattack training framework specializes in implementing safety strategies relevant to an organization’s internet-facing ambiance. increasing community infrastructure protection to shield in opposition t the attacker’s exterior reconnaissance and launch attack phases can aid reduce the possibility of a a hit gadget compromise.
IRIS Cyberattack training Framework — Schematic Viewexterior Reconnaissance: How Attackers gain Visibility Into internal Networks
all the way through the external reconnaissance section of the framework, the attacker will research the goal organization and search for exploitable access features, reminiscent of unsecured vulnerabilities, unpatched functions and open ports.
Attackers can also search forums for usernames and passwords that might give them faraway entry to the firm’s internal network. They can also also reach out to employees to try to persuade them to supply their network access credentials or other suggestions the attacker might use.
eventually, attackers are searching for alternatives to access groups in a roundabout way. as an instance, attackers may also compromise businesses that have third-party access to a company’s network. This category of attack is called a give chain assault. several publicly conventional facts breaches involved an attacker exploiting an entry point via a 3rd birthday celebration with weaker security controls than the goal enterprise.
study the comprehensive white paper: IBM X-drive IRIS Cyberattack education and Execution Frameworksstop Attackers in their Tracks
On the defender’s side, there are opportunities to increase visibility on the firm’s cyber web-facing networks to aid analysts discover the anomalous or malicious recreation that may additionally indicate that an attacker is conducting external reconnaissance. the important thing to risk discount throughout the attacker’s exterior reconnaissance is understanding the firm’s networks and hardening the assault surface.
First, security groups may still determine the company’s on-line exposure and alternatives shoppers need to engage with it by way of the cyber web — on the grounds that a malicious actor can misuse these.
Defenders can benefit visibility into an attacker’s movements throughout the external reconnaissance part with the aid of intently monitoring for strange searching of the firm’s external-facing sites. moreover, a firm can hunt for signals that worker authentication credentials are posted on darknet forums.
Monitoring for unusual recreation on public domains can encompass:
despite the fact monitoring for abnormal looking may additionally now not give conclusive proof of a pending attack, it’s a part of the ordinary possibility graphic and can deliver an avenue for extra research and monitoring.eliminate extra Privileges
Attackers may additionally search for susceptible entry aspects right into a community using a port scanner or an make the most equipment. For defenders, the top of the line practice is to observe the precept of least privilege, meaning that a consumer or device should only receive the access privileges that correspond with their role. youngsters cyberdefense recommendations most commonly reference this idea when setting up consumer access controls, it also applies to programs, functions and techniques. disposing of excess privileges can in the reduction of the attack surface and make it more complicated for the attacker to enter and flow across the network.
First, security teams should map the corporation’s network and identify ports which are obtainable from the information superhighway. These open ports act as doorways to private statistics on the network and threat actors can take advantage of ports left unlocked to gain unauthorized entry. Mapping the network correctly (and periodically) can support identify dangerous ports to close or display screen.
When applying the thought of least privilege to servers, handiest allow every server to operate the roles for which it’s authorized. Ideally, for instance, a site controller may still handiest permit site visitors and protocols required for area administration and will now not without delay access the cyber web.
against this, a web server may still best interact with the cyber web within the selected way that become supposed with the aid of the enterprise and network administrators. truly, when servers are deploy with default settings, more ports are open than are required for that server’s vocation, which may end up in unmonitored safety gaps.The Launch attack phase: Hardening the attack floor
once the attacker has achieved the phases of the IBM X-force IRIS cyberattack education framework, he or she can also decide to launch an attack in opposition t the goal. although, if an attacker didn't comprehensive one of the crucial prepare assault phases, he or she may decide to postpone an attack unless greater assistance is garnered or movement on to one other, more inclined target.
for this reason, probably the most defender’s desires is to harden the assault floor and deter most attackers from viewing the corporation as a simple target.
An attacker could use stolen credentials with remote entry to directly infiltrate a network, or the attacker could additionally decide to make the most a server. assaults to infiltrate an inner server can take many shapes and can be as different as area name system (DNS) poisoning or using a self-propagating worm delivered from an exterior community.Closing the Gaps by using Patching
efficient and well timed patch administration can aid reduce the possibility of a successful compromise. however patching is a primary security follow, an alarming number of companies have suffered breaches due to unpatched vulnerabilities.
in response to a Ponemon Institute analyze of 3,000 companies, 48 p.c of respondents admitted they'd suffered a data breach inside the past two years — and of those respondents, fifty seven percent of the breaches were because of an unpatched vulnerability. A 2016 study by using utility company Symantec found that over 75 % of legitimate websites have unpatched vulnerabilities.
despite this, many corporations battle to build an efficient routine procedure because of operational complexities, old-fashioned methods and business priorities. One reason methods might also go unpatched is a concern — whether perceived or legitimate — that it may result in efficiency tradeoffs or disruption to operations during patch checking out and implementation.
To make the right selections for the enterprise, protection teams need to be privy to business exchange-offs and weigh them towards the risks of continuing to operate with an unpatched device.
a technique to encourage patch administration is to include security and patch management performance metrics as part of the equipment administration processes for carrier, application and device owners. This approach will incentivize operations groups to consist of patch management in their operations — whereas most groups are best incentivized to be sure that there is no disruption to operations.
additionally, establishing clear approaches to check patch implementation can aid to assuage issues that the patch will destroy critical company methods. growing and the use of a virtual ambiance is one choice to check patches before deploying them in the are living atmosphere. alternatively, segmenting the network and patching in batches can limit the abilities poor penalties.
The second motive that patch management regularly fails is that it’s a manual manner the place teams have issue prioritizing and imposing probably the most vital patches. ensuring that IT teams have an up-to-date inventory of every asset and automatic exams for patches can help identify when and what has to be patched.
also, building a centralized platform that automates certain approaches will create a greater geared up and effective patch-administration program that may end up in fewer protection vulnerabilities.Attackers Come organized: Take shielding movements to Mitigate the chance of a Cyberattack
although there is no way to make certain that an organization’s community will not be compromised, implementing reasonable security strategies can aid cut the attack floor and reduce the risk of an assault occurring.
The next installments in this collection will analyze the X-force cyberattack execution framework, which fashions the activities an attacker takes after compromising the network. we can deliver ideas to aid defenders enhance their visibility of attackers lurking of their networks and top of the line practices to reduce the likelihood of attackers being capable of accomplish their mission.
you could also study more via reading the X-drive IRIS cyberattack instruction and execution frameworks whitepaper or being attentive to the fresh SecurityIntelligence podcast episode, “combat back with the X-drive IRIS Cyberattack education and Execution Frameworks.”
View the white paper: IBM X-force IRIS Cyberattack guidance and Execution Frameworks
There are rumors swirling around, again, that IBM is calling to sell off all or a portion of its x86 server business to chinese computing device maker and server associate Lenovo community.
US channel mag CRN caught wind of anything going down between IBM and Lenovo on Thursday and referenced an anonymous source with talents of the talks now going on, claiming that big Blue is looking to dump its equipment x business for between $5bn and $6bn.
a further supply told CRN that the employees working in IBM's server product engineering facility in analysis Triangle Park, North Carolina had been advised that they should be Lenovo employees as of June 1.
The Wall highway Journal additionally quoted an unnamed supply asserting that some deal was going down to promote the IBM x86 server company to Lenovo.
however in a conference call with Wall highway analysts after the markets closed on Thursday, IBM CFO Mark Loughridge did not have anything else to claim about a potential take care of Lenovo or any individual else. "On hypothesis and rumors, i'm most likely now not going to comment," Loughridge talked about.
other IBMers had been unable to remark about the possible take care of El Reg at press time.
any such stream can be a tough one for IBM to make. however with its techniques and technology neighborhood bleeding purple ink to the tune of a $405m pre-tax loss on a mixed internal and exterior profits of $3.9bn in the first quarter, relatively new CEO Ginni Rometty have to be tempted to change something.
With system x rack and tower servers being commodities, a lot like PCs, and massive Blue desirous to peddle its vigour programs operating Linux for large information, database, and different infrastructure and analytics workloads, it may figure out that IBM can generate more cash via jogging far from the commodity x86 server company.
however, through doing so, IBM loses leverage and quantity coupon codes with chip suppliers Intel and advanced Micro devices and operating device suppliers Microsoft, pink Hat, and SUSE Linux. Yet IBM has all but deserted AMD anyway, in order that is rarely an awful lot of a metamorphosis, and the Linuxes from each crimson Hat and SUSE Linux run on IBM's power systems.
running faraway from being the quantity-three x86 server company in the back of Hewlett-Packard and Dell is an attractive huge deal, although it does supply IBM $5bn or $6bn to pay dividends and do share buybacks with. it truly is as a result of IBM's vigour methods company is crashing along with the leisure of the Unix server market, and for the time being its device x rack and tower and BladeCenter blade server businesses are its greatest server business, from a revenue point of view.
Most quarters, x86 servers generate greater sales than mainframes, the exception being when a new mainframe line ramps up, as came about in the fourth quarter ultimate 12 months.
If IBM really has a plan that receives it into hyperscale facts centers – probably with ARM, Atom, and energy microservers, probably deploying probably the most vigour AS and torus interconnect in the BlueGene/Q supercomputers – and if IBM will use as a minimum some of the funds from a Lenovo deal to do the engineering to make up to date servers, then dumping system x could be price it.
it will be reasonably wonderful, in reality, to look IBM turn into an ARM licensee and present both ARM and vigour alternatives. but IBM is doubtless greater inclined to feel it might push vigour into an x86-dominated records core, and achieve this regardless of all of the hype and real engineering with ARM processors for servers.
What looks very clear is that IBM will now not dump its Flex system modular server designs, which launched remaining April, nevertheless it is possible that it could go to Lenovo at some aspect to fabricate the machines. Ditto for power systems machines, the manufacturing of which for the North American market has just moved out of the ancient Rochester, Minnesota plant that changed into install in 1969, to Guadalajara, Mexico.
IBM bought off its unprofitable notebook company to Lenovo again in December 2004, and both corporations inked a server partnership deal in January 2008 that allowed Lenovo to make one-socket and two-socket rack and tower machines based on IBM's gadget x designs. Lenovo has considering the fact that switched to its personal designs, and it's a wonder why IBM has now not simply rebadged the Lenovo machines at this aspect. That, in the conclusion, may be precisely what huge Blue basically does. ®
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a. Division of Infectious diseases, hospital for sick toddlers, university of Toronto, 555 university Ave, Toronto, ON M5G1X8, Canada.b. department of Paediatrics, King George’s medical institution, Lucknow, India.c. Ministry of health and family unit Welfare, executive of India, New Delhi, India.d. branch of Paediatrics, medical institution for in poor health babies, institution of Toronto, Toronto, Canada.e. Christian scientific school, Vellore, India.f. country wide center for Immunization and Respiratory illnesses, centers for disorder manage and Prevention, Atlanta, united states of america (us of a).g. college of Public fitness, post Graduate Institute of scientific schooling, Chandigarh, India.h. department of Paediatrics, St John’s countrywide Academy of fitness Sciences, Bangalore, India.i. Fogarty foreign middle, Bethesda, u . s ..j. Centre for world health analysis, Li Ka Shing skills Institute, St Michael’s clinic, school of Toronto, Toronto, Canada.
Correspondence to Shaun k Morris (e-mail: firstname.lastname@example.org).
(Submitted: 03 January 2012 – Revised edition bought: 04 April 2012 – approved: 10 April 2012 – posted online: 16 July 2012.)
Bulletin of the area fitness organization 2012;ninety:720-727. doi: 10.2471/BLT.12.101873Introduction
Diarrhoeal illnesses are a massive reason for hospitalizations and infant deaths globally. together they account for about one in six deaths amongst little ones younger than 5 years.1 Of India’s more than 2.three million annual deaths amongst toddlers, about 334 000 are caused by diarrhoeal ailments.1–three Rotavirus is the main reason for extreme diarrhoea in infants in developed and establishing countries.3,4 Two rotavirus vaccines had been shown to be positive towards rotavirus and were licensed in more than 100 international locations, including India.5–7 Introduction of these vaccines is expected to reduce infant mortality via decreasing the incidence of extreme diarrhoea and the frequency of loss of life from diarrhoeal disease.
there is appreciable controversy in India related to the introduction of rotavirus vaccines, especially on account of uncertainty surrounding the estimates of deaths and hospitalizations caused by means of rotavirus and because of the existing charge of the vaccines.8 reviews estimate that ninety 000–153 000 children die from rotavirus an infection in India each yr however these numbers are not in line with nationally consultant samples.3,9,10 here, we present new estimates of the frequency and variety of diarrhoeal deaths attributable to rotavirus amongst Indian children more youthful than 5 years by way of combining direct estimates of diarrhoea-linked mortality from a nationally consultant study of deaths2 with the fraction of diarrhoeal hospitalizations in chosen Indian city centres that were led to with the aid of rotavirus.eleven We also calculate the variety of deaths preventable in India by a country wide rotavirus vaccination programme through the use of the estimated annual variety of rotavirus-associated deaths in India and rotavirus vaccine efficacy statistics from scientific trials in two developing international locations.strategies
We ascertained the variety of deaths from diarrhoea among toddlers all through 2001–2003 on the foundation of findings from the Million demise look at.2,12,13 The Million death look at is an ongoing assignment conducted with the Registrar regularly occurring of India and collaborators to assess factors of demise in India. The examine derives its records from a nationally representative pattern of 6.3 million americans in 1.1 million households within the sample Registration equipment, a large, movements demographic survey carried out by the Registrar everyday of India in all 28 Indian states and 7 union territories that has been the fundamental device for the collection of Indian fertility and mortality facts on the grounds that 1971. pattern instruments are randomly selected to make sure that they are representative of the inhabitants at the state degree. Enrolment in the system is voluntary and its confidentiality and consent methods are described as a part of the Registration of Births and Deaths Act of 1969. further particulars about the sample Registration device can be found in different places.12
A twin-recording device turned into used through which births and deaths had been always enumerated with the aid of a resident half-time enumerator and a retrospective survey turned into performed independently each six months by a full-time supervisor. When a death happened, the cause turned into assessed using the routine, reputable, representative and Re-sampled family Investigation of Mortality with medical assessment, a common verbal autopsy questionnaire.13,14 Two unbiased physicians reviewed the box experiences and assigned a single reason behind dying by means of use of international classification of diseases, tenth revision codes.15 Deaths were defined as due to diarrhoea if they got a last code of A00–A09. alterations in coding have been resolved through anonymous reconciliation of preliminary codes and, if obligatory, a 3rd, senior health care provider adjudicated the ultimate reason behind loss of life. We characterised diarrhoeal deaths through sex, age (< 1 month, 1–2 months,="" three–11="" months,="" 12–23="" months="" and="" 24–fifty nine="" months)="" and="" area="" (vital,="" east,="" north,="" north-east,="" south="" and="" west).="" intercourse-,="" age-="" and="" location-specific="" are living="" births="" and="" deaths="" were="" corrected="" proportionally="" by using="" use="" of="" methods="" described=""></ 1 month,>2 to replicate the United nations estimates of live births and deaths in India in 2005.
To estimate the number of deaths attributable to rotavirus an infection, the annual variety of diarrhoeal deaths via area turned into accelerated by means of the regional age-selected percentage of tested rotavirus infections amongst little ones hospitalized with diarrhoea. as an example, the percentage of diarrhoea-linked hospitalizations due to rotavirus an infection among boys aged 12–23 months within the state of Punjab was expanded by using the estimated variety of diarrhoeal deaths amongst boys aged 12–23 months within the north location. Rotavirus statistics were got from the Indian Rotavirus stress Surveillance community (IRSSN) and lined admissions to 10 hospitals in 7 cities from December 2005 to November 2007.16 overall, faecal samples from 1405 (39%) of 3580 little ones hospitalized with diarrhoea all over this length validated effective for rotavirus by potential of a commercial enzyme immunoassay.16 No records were accessible from the IRSSN for the critical area, so we used an age-certain normal of proportions from the other areas. In sensitivity analyses, we additionally utilized the IRSSN age-specific rotavirus proportions from the areas with the highest and lowest rotavirus proportions (the north-east and west regions, respectively) to the principal place.
Most diarrhoeal deaths within the Million death look at happened outdoor medical institution (90%; 2734 of 3053) and in rural areas (92%; 2798 of 3053).2 as a result of no laboratory-confirmed data on the etiology of diarrhoea were purchasable for babies who died outdoor medical institution, we assumed that, of those deaths, the percentage due to rotavirus infection mirrored the share of deaths because of laboratory-proven rotavirus an infection among toddlers hospitalized with diarrhoeal ailment. The percentage of diarrhoea situations caused by rotavirus infection increases with the severity diarrhoea, so we additionally assumed that diarrhoea leading to dying in rural settings with limited entry to health care is identical in severity to the diarrhoea that might be treated in hospitals in settings with extra available health care.
To estimate the variety of deaths preventable by using a national rotavirus vaccination programme, we accelerated the estimated annual variety of rotavirus-linked deaths in India via the values of vaccine efficacy from box reports of the monovalent rotavirus vaccine (Rotarix; GlaxoSmithKline, London, united kingdom of first-rate Britain and northern eire) in Malawi (efficacy, forty nine%) and the pentavalent bovine reassortant vaccine (Rotateq; Merck, Whitehouse Station, u.s. of the usa) in Bangladesh (efficacy, 43%).17,18 On-time vaccination and 100% coverage had been assumed. as a result of little ones aged < 3 months are="" too="" younger="" to="" be="" completely="" vaccinated,="" we="" utilized="" vaccine="" efficacy="" records="" simplest="" to="" toddlers="" aged="" 3–fifty nine="" months.="" we="" additionally="" calculated="" the="" quantity="" of="" children="" who="" would="" need="" to="" be="" vaccinated="" to="" save="" one="" lifestyles="" on="" the="" basis="" of="" the="" following="" formulation="" described="" with the aid of="" kelly="" et="" al.:="" number="" crucial="" to="" vaccinate =" 1/([annual" event="" rate="" attributed="" to="" disease="" among="" unvaccinated="" individuals] × [vaccine="" efficacy="" for="" prevention="" of="" the=""></ three months>19 All statistical evaluation was carried out using Stata SE edition 10 (StataCorp. LP, college Station, united states of the united states).
This examine became accepted by means of the institutional overview board of the Postgraduate Institute of clinical training and research (Chandigarh, India), the Indian Council of scientific research, the Indian health Ministry’s Screening Committee and the institutional assessment board of St Michael’s sanatorium (Toronto, Canada).consequences
in the Million death examine, 3053 (13.2%) of 23 152 deaths among toddlers younger than 5 years had been because of diarrhoea (table 1).2 This corresponds to approximately 334 000 diarrhoeal deaths nationally all over 2005, or 1 in 82 Indian little ones loss of life from diarrhoea earlier than the age of 5 years. On the basis of IRSSN statistics, rotavirus changed into estimated to trigger approximately 34% (113 000; ninety nine% confidence interval, CI: 86 000–a hundred and fifty five 000) of all diarrhoeal deaths during this age neighborhood. together, these findings yielded an estimated mortality rate of four.14 (ninety nine% CI: three.14–5.68) deaths per one thousand live births throughout 2005 and indicate that approximately 1 in 242 babies will die from rotavirus an infection before their fifth birthday.
The estimated rotavirus-associated mortality rate numerous with the aid of region, age and intercourse all the way through 2005 (Appendix A, obtainable at: http://www.cghr.org/wordpress/wp-content material/uploads/Rotavirus-BWHO_Web-table-1_20120103.doc). The fee among ladies (four.89 deaths per 1000 reside births; 99% CI: three.seventy five–6.seventy nine) became forty two% greater than among boys (3.forty five deaths per 1000 reside births; ninety nine% CI: 2.58–4.66) (table 2). general, about 64 000 women (ninety nine% CI: forty nine 000–89 000) and 49 000 boys (99% CI: 37 000–sixty six 000) died from rotavirus infection. At every age community beyond the neonatal duration, the ratio of the rotavirus-associated mortality expense amongst women to the cost among boys handed 1.30 deaths per a thousand reside births and peaked at 1.70 deaths per one thousand reside births between a long time 24 and fifty nine months. approximately 50% of rotavirus-linked deaths (fifty four seven-hundred of 113 000) happened in the first 12 months of life and about seventy five% (eighty five 400 of 113 000) befell in the first two years of existence (Fig. 1).Fig. 1. Estimated universal variety of diarrhoeal deaths and rotavirus-attributable diarrhoeal deaths amongst Indian babies more youthful than 5 years, by means of age and intercourse, during 2005
observe: The imply percent of deaths because of rotavirus amongst boys and girls from the Indian Rotavirus stress Surveillance community became 26% for a long time 0–2 months, 43% for a while three–11 months, forty four% for a while 12–23 months and 25% for ages 24–59 months. Values have been calculated using records from the Million demise examine (accrued all the way through 2001–2003) and the Indian Rotavirus stress Surveillance network (amassed all through 2005–2007) that had been corrected on the basis of United nations estimates of are living births (14 a hundred and eighty 792 boys and 13 130 363 ladies) and deaths in India throughout 2005.
Most rotavirus-associated deaths all the way through 2005 happened in the primary place (56 four hundred) and east place (28 900) (Fig. 2). The mortality cost from rotavirus-associated gastroenteritis among babies more youthful than five years ranged from a low of 1.64 deaths per 1000 reside births within the west vicinity to a high of 5.forty nine deaths per 1000 are living births in the relevant place. The age distribution of deaths from rotavirus infection changed into an identical for boys across regions but women in the north and south regions died at a bit of earlier a long time than these in other areas (information now not proven). Rotavirus-linked deaths had been no longer dispensed evenly throughout the country (Fig. three). greater than half (64 400) of deaths were estimated to happen in three states: Uttar Pradesh (35 seven hundred deaths), Bihar (17 800) and Madhya Pradesh (10 900). The sensitivity analysis involving use of various proportions of rotavirus-linked deaths for the relevant area did not markedly change the countrywide totals.Fig. 2. Estimated rotavirus-attributable diarrhoeal deaths and mortality rates amongst Indian infants younger than 5 years, by using age and sex, right through 2005
CI, self belief interval.word: Values were calculated using records from the Million death analyze (collected all over 2001–2003) and the Indian Rotavirus stress Surveillance community (amassed all over 2005–2007) that were corrected on the basis of United international locations estimates of are living births (14 180 792 boys and 13 a hundred thirty 363 women) and deaths in India throughout 2005.supply of shapefile: GfK Geomarketing, Bruchsal, Germany.Fig. 3. Estimated mortality fees and diarrhoeal deaths due to rotavirus infection amongst Indian toddlers younger than 5 years, by using state, right through 2005
CI, confidence interval; C, principal vicinity; N, north place; NE, north-east place; E, east vicinity, S, south vicinity; W, west vicinity.note: records for the 15 states with the highest quality number of estimated rotavirus deaths is proven and are organized by means of estimated rotavirus mortality costs, with data for the closing states grouped together beneath “other states”. The size of the containers denoting mortality fees is proportionate to the state’s complete estimated rotavirus deaths. Values have been calculated using records from the Million demise study (gathered during 2001–2003) and the Indian Rotavirus strain Surveillance community (amassed during 2005–2007) that were corrected on the groundwork of United international locations estimates of are living births (14 180 792 boys and 13 a hundred thirty 363 women) and deaths in India all over 2005.
Between forty one 000 and 48 000 deaths among children aged 3–fifty nine months (18 000–20 000 boys and 24 000–27 000 women) may well be avoided every year by means of administering some of the at the moment purchasable rotavirus vaccines. These figures correspond to 3.6–4.2% of the 1 one hundred thirty five 000 deaths in this community, with a superior improvement for girls (three.6–four.0% of 505 000 deaths amongst boys, compared with three.8–four.3% of 630 000 deaths amongst girls) if vaccination insurance and timing for both sexes have been equal. On the groundwork of our estimated rotavirus-associated mortality costs for girls and boys 3–fifty nine months ancient (2.ninety one and four.23 deaths per a thousand reside births, respectively), 570 girls and 660 boys would deserve to be vaccinated against rotavirus to avoid 1 girl and 1 boy, respectively, from death as a result of rotavirus an infection.dialogue
approximately 113 000 children (ninety nine% CI: 86 000–155 000) more youthful than 5 years died from rotavirus infection in India in 2005, for a mortality expense of four.14 (ninety nine% CI: 3.14–5.68) deaths per one thousand are living births. This suggests that roughly 1 infant in 242 will die from rotavirus an infection by means of the age of 5 years. the first yr of existence changed into the length of maximum risk for demise because of rotavirus infection, a finding that underscores the need for on-time vaccination.20 At all ages beyond the neonatal period, a marked sex-connected disparity turned into apparent and extra women than boys died from rotavirus an infection. The highest quality discrepancy by intercourse and place existed between women within the critical area (mortality fee, 6.55 deaths per one thousand are living births) and boys within the south area (mortality rate, 1.88 deaths per one thousand live births), with a mortality cost ratio of three.5 for women relative to boys.
Our mortality estimates, which might be in accordance with at once measured facts on diarrhoea-associated deaths, are comparable to up to now published estimates of 122 0003 and 122 000–153 00010 rotavirus-linked deaths that have been in line with oblique national estimates of deaths caused by diarrhoea amongst infants more youthful than 5 years. Our estimate is higher than that of Jain et al.9 who extended the fraction of diarrhoeal deaths as a result of rotavirus infection with the aid of the full variety of diarrhoeal deaths in India and concluded that rotavirus led to about 98 000 deaths throughout 1998. unlike these prior estimates, our results supply age-, sex- and place-selected patterns of rotavirus-linked mortality in India, which can also be used to optimize the influence of rotavirus vaccination programmes.
Rotavirus vaccine is accessible in India in the course of the inner most sector, youngsters on a small scale. hence, the number of vaccinated little ones is likely to be particularly small, youngsters no data on who is being vaccinated are available. Our information point out that if rotavirus vaccine were delivered as part of a countrywide programme, about four% of all deaths amongst Indian little ones more youthful than five years may well be prevented. this might make rotavirus vaccine a useful part of India’s approach to reduce childhood mortality.
one of the crucial vital findings during this study is the sex-primarily based change in mortality. extended average and ailment-specific mortality charges among Indian girls have up to now been shown for infants of distinct a long time.2,21 a variety of components linked to elevated mortality charges were documented to be extra common amongst women, together with bad nutritional reputation, delayed or incomplete vaccination or none, confined access to fitness care and failure to are seeking scientific attention, and reduced chance of receiving appropriate antibiotic remedy.20,22–25 The examine of these components, in particular about what is required to cut sex-primarily based adjustments, ought to be a key element of interventions to reduce overall childhood mortality in India.
This examine has a few limitations. First, the main knowledge source of uncertainty in our estimates involves possible misclassification bias because of the use of verbal autopsy to confirm causes of death. despite the fact, for children older than one month, the accuracy of prognosis via verbal post-mortem has been proven to be moderately corresponding to that of sanatorium-reference prognosis when diarrhoea is defined as commonplace liquid, watery, free or gentle stools or dysentery: sensitivities for verbal autopsy ranged from 72% to ninety one% and specificities ranged from 57% to seventy eight% in experiences in Bangladesh, Nicaragua and Uganda.26 although, we caution that sanatorium-primarily based experiences aren't a suitable comparison for the large number of rural, unattended deaths.2 2d, as a result of most diarrhoeal deaths recorded in the Million demise examine befell backyard sanatorium and/or in rural areas, it become not feasible to attain samples from these individuals for microbiologic analysis. in consequence, our estimates are in response to the assumption that, of the little ones who died from diarrhoeal sickness outdoor health center, the proportion of deaths due to rotavirus an infection reflects the percentage of deaths due to laboratory-verified rotavirus infection among hospitalized babies with severe diarrhoeal disorder. Third, the greatest absolute number of diarrhoeal deaths came about in the principal location, a local where the IRSSN doesn't assemble rotavirus facts. besides the fact that children, using various proportions from the countrywide rotavirus surveillance analyze didn't vastly alter our countrywide totals (range, 106 000–114 000 deaths; data no longer shown), essentially since the large number of estimated rotavirus-attributable deaths in the significant location is above all because of the the underlying high diarrhoeal mortality price within the location.2,27 Fourth, the Million loss of life look at statistics are from 2001–2003, the IRSSN information are from 2005–2007 and the rotavirus-associated mortality burden we estimated is projected onto India’s 2005 population. because it is possible that the diarrhoeal mortality price and the proportion of extreme diarrhoea instances because of rotavirus an infection have changed during the last 5–10 years, our estimates may also now not be correct. youngsters, despite the fact use of greater fresh records would had been most fulfilling, no other more contemporary nationally representative source of related statistics exists. Some records imply that there has not been any immense alternate in at the least one of the crucial key factors driving diarrhoeal mortality; a evaluate of India’s District stage family Survey three showed that between 2002–2004 and 2007–2008, the percent of babies with diarrhoea who received oral rehydration solution (30.three% versus 34.2%) and sought clinical medicine (seventy three.2% versus 70.6%) changed simplest minimally.24 The survey also indicates that under one quarter of India’s inhabitants has entry to piped water and that well below one half has access to notably greater ability of sanitation and human waste disposal.24 statistics assortment within the Million demise study continues to the present date and we hope to analyse extra contemporary statistics, including for time tendencies, sooner or later. Fifth, our calculation of avoidable deaths from rotavirus infection assumes on-time vaccination of the complete cohort of vaccine-eligible babies. alas, universal vaccination insurance amongst infants in India remains low and significant discrepancies in vaccination rates between boys and girls persist.20 moreover, it is probably going that lots of the infants who obtained delayed vaccination or who are unvaccinated have other qualities that raise their chance of dying from a diarrhoeal episode and therefore we may also have hyped up the advantages of the vaccine. eventually, our calculations relied on vaccine efficacy findings from Bangladesh and Malawi, instead of from India. although it is low-priced to apply vaccine efficacy data from settings akin to India, evaluation of the effectiveness of rotavirus vaccine after it's added will support refine our estimates of vaccine-preventable rotavirus deaths.
Findings from this analyze help the introduction of rotavirus vaccine in India, specially in states corresponding to Bihar and Uttar Pradesh, where rotavirus-linked mortality costs are excessive. despite the fact a national rotavirus vaccination programme can play a key role in reaching the United countries Millennium development purpose of reducing baby mortality,28 ongoing assessment need to be performed to handle most important gaps in abilities. The cost-effectiveness of a national rotavirus vaccination programme is among the most in demand gaps29 and the records presented here can serve as a foundation for future evaluation of this and other components that can prepare coverage-makers for selections about how to optimally target fitness-care interventions and policies to reduce rotavirus infection and diarrhoeal deaths in India.Acknowledgements
The Registrar typical of India established the pattern Registration device in 1971, has persisted it ever since and is participating with several of the authors on the ongoing Million demise examine. The opinions expressed during this paper are those of the authors and do not always symbolize these of the govt of India, the us national Institutes of health or the U.S. centers for ailment handle and Prevention. We thank Brendon Pezzack, Chinthanie Ramasundarahettige, Peter Rodriguez, Vicky Hsiao and Wilson Suraweera for records assist. a good deal of this work become conducted when probably the most authors (SKM) become a research fellow on the Centre for world health research, Li Ka Shing expertise Institute, St Michael’s hospital.Funding:
This work turned into supported through the Fogarty international Centre of the united states countrywide Institutes of health (furnish R01 TW05991–01), the Canadian Institute of health analysis (furnish IEG-53506), the overseas development analysis Centre (provide 102172), the Li Ka Shing advantage Institute and Keenan research Centre at St Michael's clinic, school of Toronto, and the us Fund for the United countries children’s Fund (subgrant 50140, by means of a furnish from the invoice & Melinda Gates groundwork for the child health Epidemiology Reference group). Authors received aid from the Canada research Chair programme (PJ) and from the Paediatric Scientist development software, the unwell kids foundation, the Paediatric Chairs of Canada and the March of Dimes (SKM). The funders had no position in look at design, facts assortment and evaluation, choice to post or practise of the manuscript.Competing interests:
Written through man Martin, Friday, 30 may additionally 2014The South African defence industry exported R220 million worth of weapons and ammunition to a dozen nations closing year, from missiles to small arms ammunition, in keeping with the country wide everyday palms control Committee (NCACC).
In its exact annual report, the NCACC printed that complete income of heavy and lightweight weapons in 2013 amounted to R26.8 million. Some of these revenue blanketed nine ‘floor target’ missiles to Algeria, for R8.4 million in 2013, ten 7.62 mm machineguns to Malaysia and four 20 mm cannons to Thailand. moreover, 40 mm distinctive grenade launchers were offered to Malaysia (10), Korea (a hundred thirty) and the United Arab Emirates (250).
R193 million value of ammunition become exported remaining year. The greatest order got here from Pakistan, which bought a hundred twenty five 000 rounds of forty mm ammunition for R45 million. Medium and small calibre ammunition was exported to half a dozen nations, including Botswana (1 000 40 mm rounds for R410 000), Chad (7 100 ninety mm rounds for R25.9 million) and Malaysia (15 200 forty mm rounds for R8.four million). Turkey, Peru and the United Kingdom also each and every bought several thousand rounds of forty mm ammunition.
On the small calibre side, Lesotho bought 200 000 rounds of 7.sixty two x fifty one mm ammunition for R990 000 and the identical number of 5.fifty six x 45 mm rounds for R736 000. Oman bought 250 000 rounds of 9 x 19 mm ammunition (R1.09 million).
a number of bombs have been offered to Denmark, which purchased 654 250 kg bombs for R8.2 million whereas the Philippines purchased ninety 250 kg bombs for R6.4 million
a hundred and twenty mm mortar rounds had been sold to the United Arab Emirates, which bought three 166 rounds at a value of R38.four million, as well as four 000 one hundred fifty five mm shells for R35.5 million and Turkey bought a thousand hand grenades for R4.1 million, in accordance with the NCACC file.
Into the Badlands season 3, episode 5 are living flow: Watch on-line through Nir Regev
Aaron judge has an odd issue on the plate by means of Rucker Haringey
as the Cleveland Cavaliers discovered themselves in an 0-2 hole heading into Saturday night’s contest against the Boston Celtics, Cavs Legion GC turned into in an identical place having dropped their normal-season opener in Week 1. both groups made changes, and on Saturday nighttime, each teams triumphed.
After the primary night of the 2nd week of the NBA 2K League’s general season noticed Pistons GT live unbeaten, the primary contest on Saturday, may also 19 featured two teams aiming to do the same. Celtics Crossover Gaming (2-0) and Mavs Gaming (1-0) bought it going with a litany of magnificent particular person performances.
Mavs Gaming matched double-doubles from ARSONAL x (20 features, sixteen rebounds) and oFAB (13 elements and assists) with double-doubles from Dimez (10 features, 11 assists) and Dayfri (17 facets, 13 rebounds) to declare the 66-fifty nine win and improve to 2-0 on the season with one more online game on the evening yet to play.
The subsequent video game of the nighttime featured a Magic Gaming (0-1) crew that in a similar way to Cavs Legion GC became looking to put an everyday-season opening loss at the back of them facing a Wizards District Gaming squad that had performed exactly that the nighttime before.
Wizards District received 4 gamers in double figures to overcome KontruL’s 12 facets and 10 assists, getting their 2d win in as many days 70-65. subsequent on the courtroom became Cavs Legion for his or her first of two contests, dealing with Grizz Gaming (1-0).
in poor health x 973 (24 elements, 12 rebounds) and Godddof2k (12 points, eleven rebounds) helped Cavs Legion dominate the glass and declare its first win of the commonplace season sixty two-52. Cavs Legion would play once again, but no longer except after Jazz Gaming (1-1) and Raptors rebellion GC (0-2) took their activate the stage.
Jazz Gaming was powered by using Yeah I Compete (27 facets, 14 assists) and MrSlaughter01 (23 features, 15 rebounds) to a seventy nine-seventy six additional time win that propelled them over the .500 mark on the season. Cavs Legion would then re-take the stage with the equal goal in mind against Kings shield Gaming (1-0).
a 10-spot in both aspects and rebounds by worthingcolt wasn’t adequate for Kings safeguard Gaming to in shape ill x 973’s 35 features and 11 assists as Cavs Legion swept its games on the day with the seventy eight-63 victory. that might be a hard act to comply with as a crowd-pleaser but two unbeaten teams — 76ers GC (1-0) and Mavs Gaming (2-0) — appeared to put on a demonstrate of their personal in the next game.
Radiant’s 20 elements and 11 assists complemented Steez’s 18 facets with 12 rebounds to keep 76ers GC unbeaten heading into Week 3 75-sixty five. The remaining game of the night pit two greater undefeated teams against each other in Blazer5 Gaming (1-0) and Knicks Gaming (1-0).
GOOFY757 dropped 29 aspects and accrued 12 boards for Knicks Gaming nevertheless it wasn’t enough to stave off Blazer5 Gaming and OneWildWalnut’s 24 features with a dozen rebounds within the 74-70 Blazer5 win. Heading into Week 3 of the ordinary season, the league standings are as follows:team W-L percentPF PA 76ers GC 2-0 1.000 155 136 Blazer5 Gaming 2-0 1.000 a hundred and fifty five 142 Pistons GT 2-0 1.000 127 118 Mavs Gaming 2-1 .667 206 187 Cavs Legion GC 2-1 .667 191 174 Jazz Gaming 2-1 .667 204 195 Celtics Crossover Gaming 2-1 .667 218 212 Wizards District Gaming 2-1 .667 211 206 heat assess Gaming 1-1 .500 131 128 Grizz Gaming 1-1 .500 116 119 Knicks Gaming 1-1 .500 one hundred forty four 148 Kings defend Gaming 1-1 .500 131 one hundred forty four Pacers Gaming 0-2 .000 119 127 Bucks Gaming 0-2 .000 127 137 Warriors Gaming Squad 0-2 .000 133 146 Magic Gaming 0-2 .000 137 151 Raptors uprising GC 0-three .000 197 234
In Week 3, we’ll see if profitable two video games in a day is a good momentum increase or a setup for a let-down for Cavs Legion, along with how the different sixteen teams will fare as they proceed to jockey for place within the midseason match.
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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 [63 Certification Exam(s) ]
Legato [5 Certification Exam(s) ]
Liferay [1 Certification Exam(s) ]
Lotus [66 Certification Exam(s) ]
LPI [23 Certification Exam(s) ]
LSI [3 Certification Exam(s) ]
Magento [3 Certification Exam(s) ]
Maintenance [2 Certification Exam(s) ]
McAfee [8 Certification Exam(s) ]
McData [3 Certification Exam(s) ]
Medical [25 Certification Exam(s) ]
Microsoft [362 Certification Exam(s) ]
Mile2 [2 Certification Exam(s) ]
Military [1 Certification Exam(s) ]
Misc [1 Certification Exam(s) ]
Motorola [7 Certification Exam(s) ]
mySQL [4 Certification Exam(s) ]
NCLEX [2 Certification Exam(s) ]
Network-General [12 Certification Exam(s) ]
NetworkAppliance [36 Certification Exam(s) ]
NI [1 Certification Exam(s) ]
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 [262 Certification Exam(s) ]
P&C [1 Certification Exam(s) ]
Palo-Alto [4 Certification Exam(s) ]
PARCC [1 Certification Exam(s) ]
PayPal [1 Certification Exam(s) ]
Pegasystems [11 Certification Exam(s) ]
PEOPLECERT [4 Certification Exam(s) ]
PMI [15 Certification Exam(s) ]
Polycom [2 Certification Exam(s) ]
PostgreSQL-CE [1 Certification Exam(s) ]
Prince2 [6 Certification Exam(s) ]
PRMIA [1 Certification Exam(s) ]
PsychCorp [1 Certification Exam(s) ]
PTCB [2 Certification Exam(s) ]
QAI [1 Certification Exam(s) ]
QlikView [1 Certification Exam(s) ]
Quality-Assurance [7 Certification Exam(s) ]
RACC [1 Certification Exam(s) ]
Real-Estate [1 Certification Exam(s) ]
RedHat [8 Certification Exam(s) ]
RES [5 Certification Exam(s) ]
Riverbed [8 Certification Exam(s) ]
RSA [15 Certification Exam(s) ]
Sair [8 Certification Exam(s) ]
Salesforce [5 Certification Exam(s) ]
SANS [1 Certification Exam(s) ]
SAP [98 Certification Exam(s) ]
SASInstitute [15 Certification Exam(s) ]
SAT [1 Certification Exam(s) ]
SCO [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 [1 Certification Exam(s) ]
SpringSource [1 Certification Exam(s) ]
SUN [63 Certification Exam(s) ]
SUSE [1 Certification Exam(s) ]
Sybase [17 Certification Exam(s) ]
Symantec [133 Certification Exam(s) ]
Teacher-Certification [4 Certification Exam(s) ]
The-Open-Group [8 Certification Exam(s) ]
TIA [3 Certification Exam(s) ]
Tibco [18 Certification Exam(s) ]
Trend [1 Certification Exam(s) ]
TruSecure [1 Certification Exam(s) ]
USMLE [1 Certification Exam(s) ]
VCE [6 Certification Exam(s) ]
Veeam [2 Certification Exam(s) ]
Veritas [32 Certification Exam(s) ]
Vmware [57 Certification Exam(s) ]
Wonderlic [1 Certification Exam(s) ]
Worldatwork [2 Certification Exam(s) ]
XML-Master [3 Certification Exam(s) ]
Zend [6 Certification Exam(s) ]
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