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P2050-007 - IBM Optimization Technical Mastery Test v1 - BrainDump Information

Vendor Name : IBM
Exam Code : P2050-007
Exam Name : IBM Optimization Technical Mastery Test v1
Questions and Answers : 30 Q & A
Updated On : November 16, 2018
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P2050-007 exam Dumps Source : IBM Optimization Technical Mastery Test v1

Test Code : P2050-007
Test Name : IBM Optimization Technical Mastery Test v1
Vendor Name : IBM
Q&A : 30 Real Questions

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These all sound like very good concepts, but making them work, with no trouble and reliably, has been a real problem. Cloud compute materials, in contrast to cloud storage, will also be extra costly than on-premises infrastructure. security is always a consideration. moving colossal HPC records units over networks can also be prohibitively gradual and cumbersome. and you need to have need to have purposes which can operate acceptably on cloud-primarily based supplies.

When off-web page cloud resources are integrated with on-premises computing, the outcomes is referred to as a hybrid cloud architecture. There is not any one appropriate technique to assemble an HPC hybrid cloud computing cluster. each web site is distinct, and users run distinctive workloads that have very different aid consumption patterns. as an instance, some Deep discovering practicing consumes large amounts of information to provide a small mannequin. Others are especially CPU intensive, or GPU intensive. The hybrid cluster solution truly carried out will of direction be pushed by means of the workloads HPC users want to run, however two hybrid architectures often upward push to the desirable when IT architects tackle the challenges of constructing cloud fly for HPC – the “stretch cluster” configuration and the “multi-cluster” configuration. To accommodate spikes widespread, companies working natural HPC environments are increasingly looking at hybrid clouds to supply the additional means when it’s really needed.  Stretch and multi-cluster hybrid cloud solutions can support address this problem by using enabling dynamic entry to cloud resources.

A stretch cluster skill that you just lengthen or increase your on-premises HPC compute cluster with further cloud-based mostly compute nodes, when vital. This architecture assumes that you have a compute cluster in a different vicinity – either on-premises or configured in a cloud. This structure is formally described as a single cluster stretched over a wide enviornment network (WAN) in order that compute nodes on the other area or within the cloud communicate with a master scheduling host on the originating location. notwithstanding a good deal easier in theory than a multi-cluster, this skill that each one communique and coordination with the master scheduler occurs over the WAN, which can also be a source of added can charge or decreased reliability.

A multi-cluster hybrid cloud configuration is a greater complex structure, since it provides a grasp scheduler working in the cloud. by means of together with this additional master scheduler within the cloud, the architecture eliminates much of the communication from cloud compute nodes to the on-premises master. the two grasp schedulers as a substitute trade project meta-facts in a “job forwarding” mannequin. in this mannequin, clients on-premises post application workloads to a queue on-premises, which in turn forwards that workload to the cloud for execution. Upon job completion, the scheduler running in the cloud synchronizes the job popularity with the on-premises environment and a notification is equipped to the user.

The query turns into, what are the deployment, configuration, and optimization particulars for HPC stretch and multi-cluster hybrid cloud solutions? How do I truly make this issue fly? A contemporary announcement from IBM provides the solutions. In a crucial step along the pathway to possible, respectable, easy-to-use hybrid cloud options, IBM has developed and launched a deployment ebook that allows using IBM Spectrum LSF with Amazon net services (AWS). This LSF cloud deployment e book builds on an current relationship with AWS. IBM is featuring potential, features, and management capabilities in an effort to give IBM Spectrum LSF clients quickly, bendy access to AWS offerings.

the new deployment book offers information for building a wide array of customizable stretch and multi-cloud IBM Spectrum LSF cluster configurations that permit clients to extra without problems and conveniently gain the agility, can charge benefits, and convenience provided through cloud computing.

IBM Spectrum LSF is part of a comprehensive Suite of solutions supporting traditional HPC and excessive throughput environments, in addition to big facts, synthetic Intelligence, GPU, laptop learning, and containerized workloads, amongst many others. IBM Spectrum LSF, the core of the Suite, is a powerful workload administration platform for worrying, disbursed HPC environments. It gives an entire set of intelligent, policy-driven scheduling points that support maximize utilization of compute infrastructure elements while optimizing software performance. LSF is the HPC workload management ordinary, with probably the most finished set of capabilities – from license scheduling and session scheduling to superior analytics.

IBM Spectrum LSF Suite comes in three variants and includes a few extra components corresponding to IBM Spectrum LSF useful resource Connector, which permits coverage-pushed cloud bursting to all fundamental cloud functions, together with IBM Cloud, AWS, Google, and Azure. And now, IBM is providing variable use licensing for IBM Spectrum LSF which capacity that LSF users should be in a position to run the solution essentially any place, and pay best for what they use.

The cloud offers many merits, but constructing effective hybrid cloud solutions isn’t so essential – previously. With the main-edge performance offered with the aid of IBM Spectrum LSF and the assist of the brand new LSF deployment e book for AWS, HPC facilities are a whole lot greater able to make cloud fly for them.

study leading-side HPC and AI options on the IBM sales space next week at SC18 (booth #3433) in Dallas, Texas. Register here for technical briefings and consumer group classes.

read greater about dynamic hybrid cloud with IBM Spectrum LSF at the IBM IT Infrastructure weblog – IBM Spectrum LSF Goes Multicloud.

a more in-depth appear on the deployment e book and assisting substances for constructing IBM Spectrum LSF hybrid-cloud configurations with Amazon internet functions can also be discovered here.




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P2050-007 exam Dumps Source : IBM Optimization Technical Mastery Test v1

Test Code : P2050-007
Test Name : IBM Optimization Technical Mastery Test v1
Vendor Name : IBM
Q&A : 30 Real Questions

Unbelieveable overall performance of P2050-007 exam bank and examine manual.
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Unfriendly Skies: Predicting Flight Cancellations Using Weather Data, Part 2 | killexams.com real questions and Pass4sure dumps

Ricardo Balduino and Tim Bohn

Early Flight, Creative Commons Introduction

As we described in Part 1 of this series, our objective is to help predict the probability of the cancellation of a flight between two of the ten U.S. airports most affected by weather conditions. We use historical flights data and historical weather data to make predictions for upcoming flights.

Over the course of this four-part series, we use different platforms to help us with those predictions. Here in Part 2, we use the IBM SPSS Modeler and APIs from The Weather Company.

Tools used in this use case solution

IBM SPSS Modeler is designed to help discover patterns and trends in structured and unstructured data with an intuitive visual interface supported by advanced analytics. It provides a range of advanced algorithms and analysis techniques, including text analytics, entity analytics, decision management and optimization to deliver insights in near real-time. For this use case, we used SPSS Modeler 18.1 to create a visual representation of the solution, or in SPSS terms, a stream. That’s right — not one line of code was written in the making of this blog.

We also used The Weather Company APIs to retrieve historical weather data for the ten airports over the year 2016. IBM SPSS Modeler supports calling the weather APIs from within a stream. That is accomplished by adding extensions to SPSS, available in the IBM SPSS Predictive Analytics resources page, a.k.a. Extensions Hub.

A proposed solution

In this blog, we propose one possible solution for this problem. It’s not meant to be the only or the best possible solution, or a production-level solution for that matter, but the discussion presented here covers the typical iterative process (described in the sections below) that helps us accumulate insights and refine the predictive model across iterations. We encourage the readers to try and come up with different solutions, and provide us with your feedback for future blogs.

Business and data understanding

The first step of the iterative process includes understanding and gathering the data needed to train and test our model later.

Flights data — We gathered 2016 flights data from the US Bureau of Transportation Statistics website. The website allows us to export one month at a time, so we ended up with 12 csv (comma separated value) files. We used IBM SPSS Modeler to merge all the csv files into one set and to select the ten airports in our scope. Some data clean-up and formatting was done to validate dates and hours for each flight, as seen in Figure 1.

Figure 1 — gathering and preparing flights data in IBM SPSS Modeler

Weather data — From the Extensions Hub, we added the TWCHistoricalGridded extension to SPSS Modeler, which made the extension available as a node in the tool. That node took a csv file listing the 10 airports latitude and longitude coordinates as input, and generated the historical hourly data for the entire year of 2016, for each airport location, as seen in Figure 2.

Figure 2 — gathering and preparing weather data in IBM SPSS Modeler

Combined flights and weather data — To each flight in the first data set, we added two new columns: ORIGIN and DEST, containing the respective airport codes. Next, flight data and the weather data were merged together. Note: the “stars” or SPSS super nodes in Figure 3 are placeholders for the diagrams in Figures 1 and 2 above.

Figure 3 — combining flights and weather data in IBM SPSS Modeler Data preparation, modeling, and evaluation

We iteratively performed the following steps until the desired model qualities were reached:

· Prepare data

· Perform modeling

· Evaluate the model

· Repeat

Figure 4 shows the first and second iterations of our process in IBM SPSS Modeler.

Figure 4 — iterations: prepare data, run models, evaluate — and do it again First iteration

To start preparing the data, we used the combined flights and weather data from the previous step and performed some data cleanup (e.g. took care of null values). In order to better train the model later on, we filtered out rows where flight cancellations were not related to weather conditions (e.g. cancellations due to technical issues, security issues, etc.)

Figure 5 — imbalanced data found in our input data set

This is an interesting use case, and often a hard one to solve, due to the imbalanced data it presents, as seen in Figure 5. By “imbalanced” we mean that there were far more non-cancelled flights in the historical data than cancelled ones. We will discuss how we dealt with imbalanced data in the following iteration.

Next, we defined which features were required as inputs to the model (such as flight date, hour, day of the week, origin and destination airport codes, and weather conditions), and which one was the target to be generated by the model (i.e. predict the cancellation status). We then partitioned the data into training and testing sets, using an 85/15 ratio.

The partitioned data was fed into an SPSS node called Auto Classifier. This node allowed us to run multiple models at once and preview their outputs, such as the area under the ROC curve, as seen in Figure 6.

Figure 6 — models output provided by the Auto Classifier node

That was a useful step in making an initial selection of a model for further refinement during subsequent iterations. We decided to use the Random Trees model since the initial analysis showed it has the best area under the curve as compared to the other models in the list.

Second iteration

During the second iteration, we addressed the skewedness of the original data. For that purpose, we chose one of the SPSS nodes called SMOTE (Synthetic Minority Over-sampling Technique). This node provides an advanced over-sampling algorithm that deals with imbalanced datasets, which helped our selected model work more effectively.

Figure 7 — distribution of cancelled and non-cancelled flights after using SMOTE

In Figure 7, we notice a more balanced distribution between cancelled and non-cancelled flights after running the data through SMOTE.

As mentioned earlier, we picked the Random Trees model for this sample solution. This SPSS node provides a model for tree-based classification and prediction that is built on Classification and Regression Tree methodology. Due to its characteristics, this model is much less prone to overfitting, which gives a higher likelihood of repeating the same test results when you use new data, that is, data that was not part of the original training and testing data sets. Another advantage of this method — in particular for our use case — is its ability to handle imbalanced data.

Since in this use case we are dealing with classification analysis, we used two common ways to evaluate the performance of the model: confusion matrix and ROC curve. One of the outputs of running the Random Trees model in SPSS is the confusion matrix seen in Figure 8. The table shows the precision achieved by the model during training.

Figure 8 — Confusion Matrix for cancelled vs. non-cancelled flights

In this case, the model’s precision was about 95% for predicting cancelled flights (true positives), and about 94% for predicting non-cancelled flights (true negatives). That means, the model was correct most of the time, but also made wrong predictions about 4–5% of the time (false negatives and false positives).

That was the precision given by the model using the training data set. This is also represented by the ROC curve on the left side of Figure 9. We can see, however, that the area under the curve for the training data set was better than the area under the curve for the testing data set (right side of Figure 9), which means that during testing, the model did not perform as well as during training (i.e. it presented a higher rate of errors, or higher rate of false negatives and false positives).

Figure 9 — ROC curves for the training and testing data sets

Nevertheless, we decided that the results were still good for the purposes of our discussion in this blog, and we stopped our iterations here. We encourage readers to further refine this model or even to use other models that could solve this use case.

Deploying the model

Finally, we deployed the model as a REST API that developers can call from their applications. For that, we created a “deployment branch” in the SPSS stream. Then, we used the IBM Watson Machine Learning service available on IBM Bluemix here. We imported the SPSS stream into the Bluemix service, which generated a scoring endpoint (or URL) that application developers can call. Developers can also call The Weather Company APIs directly from their application code to retrieve the forecast data for the next day, week, and so on, in order to pass the required data to the scoring endpoint and make the prediction.

A typical scoring endpoint provided by the Watson Machine Learning service would look like the URL shown below.

https://ibm-watson-ml.mybluemix.net/pm/v1/score/flights-cancellation?accesskey=<provided by WML service>

By passing the expected JSON body that includes the required inputs for scoring (such as the future flight data and forecast weather data), the scoring endpoint above returns if a given flight is likely to be cancelled or not. This is seen in Figure 10, which shows a call being made to the scoring endpoint — and its response — using an HTTP requester tool available in a web browser.

Figure 10 — actual request URL, JSON body, and response from scoring endpoint

Notice in the JSON response above that the deployed model predicted this particular flight from Newark to Chicago would be 88.8% likely to be cancelled, based on forecast weather conditions.

Conclusion

IBM SPSS Modeler is a powerful tool that helped us visually create a solution for this use case without writing a single line of code. We were able to follow an iterative process that helped us understand and prepare the data, then model and evaluate the solution, to finally deploy the model as an API for consumption by application developers.

Resources

The IBM SPSS stream and data used as the basis for this blog are available on GitHub. There you can also find instructions on how to download IBM SPSS Modeler, get a key for The Weather Channel APIs, and much more.


The Week In Review: Design | killexams.com real questions and Pass4sure dumps

M&AIoT-focused memory chipmaker Adesto Technologies acquired S3 Semiconductors, a provider of mixed-signal and RF ASICs and IP. Based in Ireland, S3 Semiconductors was founded in 1986. S3 Semiconductors will become a business unit of Adesto and will continue to operate under its current model in the $35 million deal. S3 Semiconductor’s parent company, S3 Group, will continue as a separate company focused on smart medical devices.

ToolsCadence debuted a new design-for-reliability tool for analog and mixed-signal IC design. The Legato Reliability Solution incorporates analog defect analysis and simulation to evaluate the ability to eliminate die with manufacturing defects and resulting test escapes that cause field failures, as well as electro-thermal and aging analysis to prevent thermal overstress and predict wear-out.

Aldec made several updates to its Riviera-PRO verification platform, adding a UVM Register Generator for automated register model creation. The UVM Register Generator supports input of IP-XACT component files and CSV files. Other additions include a Unit Linting function that runs ALINT-PRO in the background and support for the latest extensions to VHDL.

XJTAG uncorked free DFT software for users of Mentor’s Xpedition product to increase the design for test and debug capabilities of the schematic capture and PCB design environment. XJTAG DFT Assistant helps validate correct JTAG chain connectivity by finding and repairing errors.

IPArasan Chip Systems uncorked its MIPI I3C Host Controller Interface (I3C HCI) Master IP core compliant to the recently released MIPI I3C HCI Specification 1.0. The IP kit includes a Linux software stack compatible with the I3C HCI Master IP Core, an I3C Hardware Development Kit to enable prototyping and compliance testing of I3C products, and the I3C Slave IP Core.

Chips&Media launched its first computer vision IP, which implements a convolutional neural network capable of processing 4K resolution at 60 frames per second input in real-time for object detection. The IP targets edge devices for automotive and surveillance applications.

Chipus taped out a set of its ultra-low power analog IP on SilTerra’s 0.18um I18L IoT Platform. The test chip includes a temperature sensor, RTC oscillators, 6MHz oscillators, and an ultra-low power bandgap reference.

StandardsThe Si2 Compact Model Coalition published the Open Model Interface, a C-language application programming interface that supports SPICE compact model extensions. OMI allows for simulation and analysis of physical effects such as self-heating and aging as well as design optimization. It is based on TMI2, the TSMC Model Interface, which was donated to Si2 by TSMC in 2014. So far, OMI supports BSIM, BSIM-CMG, HiSIM2, and BSIM-SOI.

The MIPI Alliance released MIPI Touch, a family of publicly available specifications for the design and implementation of touch applications, such as in smartphones. The effort ties together several MIPI specifications for touch, sensor, and software integration: MIPI Touch Command Set (MIPI TCS) for writing device drivers across operating systems; MIPI Touch Adaptation Layer for I3C (MIPI ALI3C) to translate touch commands for use on the MIPI I3C protocol; MIPI I3C Host Controller Interface (MIPI I3C HCI), which enables touch commands and multiple data streams for advanced systems; and MIPI I3C v1.0, which connects an application processor to a touch sensor.

DealsRambus and GigaDevice formed a joint venture, Reliance Memory, in China to focus on development and commercialization of Resistive Ram (RRAM), a non-volatile memory that works by changing the resistance of materials when different voltages are applied. The joint venture has investment funding from THG Ventures, West Summit Capital, Walden International, and Zhisland Capital.

Esperanto Technologies inked deals for both NetSpeed Systems’ network-on-chip IP and design environment and UltraSoC’s embedded analytics and debug IP for its Supercomputer-on-a-Chip for AI applications. The 7nm chip will integrate thousands of RISC-V compatible processors each with vector/tensor accelerators.

NetSpeed Systems and Northwest Logic are teaming up on a high throughput memory subsystem solution that uses NetSpeed’s interconnect IP and Northwest Logic’s HBM2 and GDDR6 memory controllers for customers designing SoCs for hyperscale and automotive applications. The companies will provide a common platform to extend NetSpeed’s dynamic-priority elevation approach to the memory controller so that system-level traffic-flow priorities are handled in an end-to-end solution.

NumbersIntel Capital placed investments in two firms: Movellus and SiFive. Movellus provides generator tools enabling automatic creation and implementation of PLL, DLL, and LDO digital IP and will use the funds to accelerate market deployment and adoption of its technology. SiFive is a provider of RISC-V IP cores, SoCs, and development boards, as well a RISC-V-focused IP catalog.

Rambus released financial results for first quarter 2018 with revenue of $46.4 million. On a GAAP basis, there was a loss per share of $0.36; on a non-GAAP basis there was a loss per share of $0.10. Rambus changed to a new reporting standard this year; under the previous reporting standard, revenue for Q1 2018 was $100.5 million, up 4% from the same quarter last year. GAAP income per share for the quarter was $0.05, up 66.7% from $0.03 in Q1 2017; non-GAAP income per share was $0.21, up 23.5% from $0.17. The company posted record revenue for its memory and interface IP cores.

Jesse Allen   (all posts)Jesse Allen is the Knowledge Center administrator and a senior editor at Semiconductor Engineering.

Cisco refused to participate in NSS Labs report on SD-WAN | killexams.com real questions and Pass4sure dumps

Cisco refused to activate the Viptela software-defined WAN product NSS Labs bought for testing, leaving the research...

firm with a noticeable hole in its recent comparative report on SD-WAN vendors.

Cisco did not provide a reason for refusing to activate the product NSS Labs had purchased for between $30,000 and $40,000, NSS Labs CEO Vikram Phatak said this week. "There was no reason given other than, effectively, they didn't want to be tested (for the NSS Labs report)."

Cisco's action marked the first time a vendor had refused to turn on a product NSS Labs had bought for evaluation, Phatak said. Cisco's Viptela team had initially told NSS Labs it would support the test, which led the firm to buy the product.

"That's a first for us, candidly," Phatak said. "And given Cisco's ethical rules and so on -- rules of conduct -- I'm in shock because normally, they're pretty straightforward to work with."

Cisco's response

After initially refusing to discuss the matter, Cisco released a statement that said NSS Labs's proposed testing methodology "fell well short" of reflecting "the enterprise-grade nature of customer SD-WAN requirements."

"We shared real customer deployment requirements with them, but our feedback wasn't incorporated," Cisco said. "At that point, we decided not to participate in the test."

Not participating, however, usually doesn't mean the vendor will prevent the test from going forward. Typically, when a company refuses to join a test, NSS Labs will conduct it alone.

"If someone says they don't want to be tested, we say, 'That's great, but if a product is good enough to be sold to the public, it's good enough to be tested,'" Phatak said. "We're going to buy it, and we'll report to the public."

NSS Labs wants a refund

NSS Labs wants Cisco to refund the money spent on Viptela. It is hoping it can get the money back without going to court.

"I hope it doesn't come to that," Phatak said. "We haven't talked to any lawyers. I'm assuming that we'll be able to have the conversation and get our money back."

Typically, NSS Labs buys products, and the vendors turn them on like they would for any other customer.

That's a first for us, candidly. And given Cisco's ethical rules and so on -- rules of conduct -- I'm in shock. Vikram PhatakCEO, NSS Labs

NSS Labs noted Cisco's refusal to activate the Viptela purchase in its SD-WAN Comparative Report, which was the company's first SD-WAN test. Not having Cisco in the evaluation left out one of the largest SD-WAN vendors and a major tech company.

In the first quarter, London-based IHS Markit listed Cisco as No. 4 in the SD-WAN market, just behind Silver Peak. VMware was first with a 19% share, followed by Aryaka with 18%.

The NSS Labs report, released this month, compared the products of nine vendors, including VMware's NSX SD-WAN, formerly VeloCloud. VMware is Cisco's largest competitor.

NSS Labs had also planned to include Silver Peak in the comparison but noted it was unable to obtain the product in time for testing.

Tech companies often cite recommended ratings in NSS Labs reports in marketing materials. In April, Cisco highlighted in a blog post the organization's "recommended" rating for the Cisco Advanced Malware Protection for Endpoints product.

Based on its recent SD-WAN tests, NSS Labs recommended products from VMware, Talari Networks and Fortinet and listed products from Citrix Systems, FatPipe Networks, Forcepoint and Versa Networks as "verified." Tech buyers should consider recommended and verified products as candidates for purchase, according to NSS Labs.

The company issued "caution" ratings for Barracuda Networks and Cradlepoint, which means companies should not deploy their products without a comprehensive evaluation, NSS Labs said.



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References :


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Wordpress : http://wp.me/p7SJ6L-hp
Scribd : https://www.scribd.com/document/356951909/Pass4sure-P2050-007-Practice-Tests-with-Real-Questions
weSRCH : https://www.wesrch.com/business/prpdfBU1HWO000KLEV
Dropmark-Text : http://killexams.dropmark.com/367904/12025407
Youtube : https://youtu.be/SKT_hKnbOPQ
Blogspot : http://killexams-braindumps.blogspot.com/2017/10/exactly-same-p2050-007-questions-as-in.html
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Google+ : https://plus.google.com/112153555852933435691/posts/QEgHiHQznAy?hl=en
Calameo : http://en.calameo.com/books/0049235262bb13cadab37
Box.net : https://app.box.com/s/yjj1waf9i30p77tp0qrkxzcdre4hwomj
zoho.com : https://docs.zoho.com/file/5ce0z815fcfac48964b7cb575c7217c6d20b0
coursehero.com : "Excle"






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