Features and Amenities
Features and Amenities:
Wifi ready study area
Gym and Function Room
Features and Amenities:
2 Lap Pools
Ground Floor Commercial Areas
Features and Amenities:
3 Swimming Pools
Gym and Fitness Center
Outdoor Basketball Court
Contact us today for a no obligation quotation:
Copyright © 2018 SMDC :: SM Residences, All Rights Reserved.
take delivery of as proper with it or no longer, simply try P2020-007 look at questions as soon as!
It was in fact very beneficial. Your accurate questions and answers helped me clean P2020-007 in first try with 78.75% marks. My marks was 90% however because of terrible marking it got here to 78.Seventy five%. Incredible pastime killexams.com crew..May additionally you obtain all of the success. Thank you.
P2020-007 Questions and answers required to pass the certification examination at the start attempt.
I could definitely advocate killexams.com to everybody who is giving P2020-007 exam as this not simply allows to brush up the principles in the workbook however additionally offers a outstanding concept about the sample of questions. Great help ..For the P2020-007 exam. Thanks a lot killexams.com team !
clearly super enjoy!
that is to tell that I handed P2020-007 exam the alternative day. This killexams.com questions answers and exam simulator turned into very useful, and i dont suppose i might have achieved it with out it, with most effective every week of guidance. The P2020-007 questions are actual, and this is exactly what I noticed within the test center. moreover, this prep corresponds with all of the key problems of the P2020-007 exam, so i used to be absolutely prepared for a few questions that had been barely exclusive from what killexams.com provided, yet at the equal subject matter. but, I passed P2020-007 and satisfied approximately it.
P2020-007 exam is not any extra hard to pass with these .
To ensure the achievement in the P2020-007 exam, I sought assistance from the killexams.com. I selected it for numerous motives: their evaluation on the P2020-007 exam concepts and regulations turned into excellent, the material is truely consumer pleasant, first rate top class and very resourceful. most importantly, Dumps removed all the problems on the associated topics. Your material provided generous contribution to my education and enabled me to be successful. i can firmly country that it helped me obtain my success.
worried for P2020-007 exam? Get this P2020-007 question bank.
That may be a present from killexams.com for all of the applicants to get modern-day check materials for P2020-007 exam. All the individuals of killexams.com are doing a extremely good hobby and ensuring achievement of applicants in P2020-007 tests. I handed the P2020-007 exam simply because I used killexams.com materials.
in which can i locate observe guide for good information contemporary P2020-007 examination?
I overlooked a couple of questions best considering the fact that I went smooth and didnt undergo in brain the answer given inside the unit, but while you recall that I got the relaxation right, I passed and solved forty three/50 questions. So my advice is to test all that i am getting from killexams.com - this is everything I want to pass. I passed this exam due to killexams. This percent. Is 100% trustworthy, a huge part of the questions had been the equal as what I were given on the P2020-007 exam.
precisely equal questions, WTF!
You may constantly be on top efficiently with the assist of killexams.com due to the fact those products are designed for the assist of all students. I had offered P2020-007 exam guide as it changed into essential for me. It made me to apprehend all vital standards of this certification. It have become right choice therefore i am feeling delight in this desire. Finally, I had scored ninety percentage because my helper was P2020-007 exam engine. I am real because those products helped me inside the training of certification. Thanks to the exquisite team of killexams.com for my help!
I feel very confident by preparing P2020-007 real exam questions.
To grow to be a P2020-007 licensed, i used to be in push to pass the P2020-007 exam. I attempted and failed ultimate 2 tries. Accidently, I were given the killexams.com material through my cousin. i was very impressed with the material. I secured 89%. i am so glad that I scored above the margin mark with out problem. The material is rightly formatted as well as enriched with vital concepts. I think its miles the fantastic desire for the exam.
Surprised to see P2020-007 dumps and study guide!
Whenever I want to pass my certification check to hold my task, I instantly visit killexams.com and seek the specified certification test, buy and prepare the check. It certainly is well worth admiring because, I usually pass the test with exact scores.
Unbelieveable! but proper source of P2020-007 real take a look at questions.
Im opemarks into an IT organization and consequently I hardly ever find out any time to put together for P2020-007 exam. Therefore, I stand up to an clean end of killexams.com dumps. To my marvel it labored like wonders for me. I ought to resolve all of the questions in least feasible time than provided. The questions seem to be pretty easy with amazing reference guide. I secured 939 marks which become without a doubt a wonderful wonder for me. Outstanding thanks to killexams!
In September 2018, IBM introduced a brand new product, IBM Db2 AI for z/OS. This artificial intelligence engine monitors records entry patterns from executing SQL statements, makes use of desktop getting to know algorithms to pick out most efficient patterns and passes this counsel to the Db2 query optimizer to be used by means of subsequent statements.machine discovering on the IBM z Platform
In may also of 2018, IBM announced version 1.2 of its computer researching for z/OS (MLz) product. this is a hybrid zServer and cloud software suite that ingests performance records, analyzes and builds models that characterize the health fame of quite a lot of symptoms, screens them over time and provides precise-time scoring capabilities.
a couple of elements of this product providing are aimed at helping a community of model developers and managers. for instance:
This computer gaining knowledge of suite changed into at first aimed toward zServer-based mostly analytics functions. one of the vital first glaring decisions become zSystem performance monitoring and tuning. system administration Facility (SMF) records which are immediately generated by using the working system provide the uncooked facts for equipment aid consumption akin to central processor utilization, I/O processing, memory paging and the like. IBM MLz can assemble and shop these records over time, and construct and coach models of system conduct, ranking these behaviors, identify patterns not with ease foreseen by using people, develop key performance symptoms (KPIs) after which feed the mannequin effects lower back into the device to have an effect on equipment configuration adjustments that may increase performance.
The subsequent step become to implement this suite to investigate Db2 efficiency records. One solution, called the IBM Db2 IT Operational Analytics (Db2 ITOA) solution template, applies the laptop learning know-how to Db2 operational information to benefit an understanding of Db2 subsystem fitness. it might dynamically build baselines for key efficiency indications, deliver a dashboard of those KPIs and give operational workforce precise-time insight into Db2 operations.
while time-honored Db2 subsystem performance is an important element in normal software health and efficiency, IBM estimates that the DBA help staff spends 25% or greater of its time, " ... combating entry direction complications which cause efficiency degradation and repair affect.". (See Reference 1).AI involves Db2
consider the plight of modern DBAs in a Db2 ambiance. In today's IT world they must assist one or extra massive records functions, cloud software and database functions, application installation and configuration, Db2 subsystem and application performance tuning, database definition and administration, disaster recuperation planning, and extra. question tuning has been in existence on the grounds that the origins of the database, and DBAs are always tasked with this as well.
The heart of query route analysis in Db2 is the Optimizer. It accepts SQL statements from purposes, verifies authority to access the statistics, studies the areas of the objects to be accessed and develops a list of candidate statistics access paths. These access paths can encompass indexes, desk scans, a lot of desk be a part of methods and others. within the information warehouse and large facts environments there are always additional selections available. One of these is the existence of summary tables (sometimes called materialized question tables) that contain pre-summarized or aggregated information, accordingly enabling Db2 to keep away from re-aggregation processing. yet another choice is the starjoin access route, standard within the statistics warehouse, the place the order of desk joins is modified for efficiency motives.
The Optimizer then experiences the candidate access paths and chooses the access route, "with the lowest cost." can charge in this context capacity a weighted summation of useful resource utilization including CPU, I/O, memory and different components. eventually, the Optimizer takes the bottom cost access direction, stores it in reminiscence (and, optionally, in the Db2 listing) and starts off access route execution.
large records and information warehouse operations now include application suites that allow the business analyst to make use of a graphical interface to build and manipulate a miniature data mannequin of the records they want to analyze. The programs then generate SQL statements according to the users’ requests.
The difficulty for the DBA
so as to do good analytics for your multiple facts shops you need an outstanding understanding of the records requirements, an figuring out of the analytical services and algorithms accessible and a excessive-performance information infrastructure. sadly, the number and location of records sources is increasing (each in size and in geography), statistics sizes are starting to be, and applications proceed to proliferate in number and complexity. How should IT managers aid this atmosphere, chiefly with essentially the most experienced and mature staff nearing retirement?
consider additionally that a huge part of reducing the full charge of possession of those systems is to get Db2 functions to run quicker and greater efficiently. This always interprets into using fewer CPU cycles, doing fewer I/Os and transporting less information across the network. given that it's commonly difficult to even identify which functions could benefit from efficiency tuning, one approach is to automate the detection and correction of tuning issues. here is the place laptop gaining knowledge of and synthetic intelligence may also be used to tremendous impact.Db2 12 for z/OS and synthetic Intelligence
Db2 edition 12 on z/OS uses the desktop learning facilities mentioned above to acquire and save SQL query textual content and access route particulars, in addition to precise efficiency-linked old suggestions akin to CPU time used, elapsed instances and effect set sizes. This providing, described as Db2 AI for z/OS, analyzes and shops the facts in machine learning fashions, with the model analysis outcomes then being scored and made attainable to the Db2 Optimizer. The subsequent time a scored SQL commentary is encountered, the Optimizer can then use the model scoring statistics as input to its entry path choice algorithm.
The result may still be a reduction in CPU consumption because the Optimizer uses mannequin scoring enter to choose more suitable entry paths. This then lowers CPU prices and speeds application response times. a major competencies is that the usage of AI software doesn't require the DBA to have statistics science talents or deep insights into query tuning methodologies. The Optimizer now chooses the most beneficial access paths based now not simplest on SQL query syntax and facts distribution records however on modelled and scored old efficiency.
This may also be specifically critical if you store records in diverse locations. as an instance, many analytical queries against large statistics require concurrent entry to certain information warehouse tables. These tables are generally known as dimension tables, and they contain the records points usually used to manage subsetting and aggregation. as an instance, in a retail atmosphere believe a table known as StoreLocation that enumerates each save and its vicinity code. Queries against save income information may additionally need to aggregate or summarize income by using vicinity; therefore, the StoreLocation table should be used by way of some large data queries. in this atmosphere it's usual to take the dimension tables and copy them continuously to the large facts application. within the IBM world this area is the IBM Db2 Analytics Accelerator (IDAA).
Now believe about SQL queries from each operational applications, facts warehouse users and big records enterprise analysts. From Db2's viewpoint, all these queries are equal, and are forwarded to the Optimizer. youngsters, within the case of operational queries and warehouse queries they should still definitely be directed to entry the StoreLocation table in the warehouse. even so, the question from the business analyst against large facts tables should doubtless entry the reproduction of the desk there. This outcomes in a proliferations of knowledge entry paths, and extra work for the Optimizer. fortunately, Db2 AI for z/OS can supply the Optimizer the suggestions it needs to make wise entry route selections.the way it Works
The sequence of pursuits in Db2 AI for z/OS (See Reference 2) is frequently right here:
There are also a considerable number of user interfaces that give the administrator visibility to the popularity of the amassed SQL remark performance records and mannequin scoring.summary
IBM's machine getting to know for zOS (MLz) providing is getting used to great effect in Db2 edition 12 to enhance the efficiency of analytical queries as well as operational queries and their linked functions. This requires administration attention, as you have to investigate that your enterprise is ready to eat these ML and AI conclusions. How will you measure the costs and benefits of the usage of machine researching? Which IT assist workforce should be tasked to reviewing the outcomes of mannequin scoring, and maybe approving (or overriding) the effects? How will you assessment and justify the assumptions that the application makes about entry path choices?
In other words, how neatly do you know your statistics, its distribution, its integrity and your latest and proposed entry paths? this could investigate where the DBAs spend their time in helping analytics and operational utility performance.
# # #
John Campbell, IBM Db2 special EngineerFrom "IBM Db2 AI for z/OS: enhance IBM Db2 utility performance with desktop researching"https://www.worldofdb2.com/activities/ibm-db2-ai-for-z-os-boost-ibm-db2-utility-efficiency-with-ma
Db2 AI for z/OShttps://www.ibm.com/aid/knowledgecenter/en/SSGKMA_1.1.0/src/ai/ai_home.html
Eight months after the beginning of construction of its Whabouchi challenge in Quebec, Nemaska Lithium (TSX: NMX; US-OTC: NMKEF) says it'll cost an further $375 million to finished the spodumene difficult rock mine and electrochemical plant—a 34% increase over...you've got reached your restrict of free weekly articles. you are going to get hold of access to an additional article subsequent week. Subscribe for as low as $2.19 per week and enjoy these advantages.daily and weekly articles, web site-visits reports, feature dietary supplements and actual-time mining press releases. you'll even have access to 1-yr of article archives and a lot greater.evaluation Full Subscription advantages if you are already a subscriber to The Northern Miner please log in through clicking the button beneath.Login
Unquestionably it is hard assignment to pick dependable certification questions/answers assets regarding review, reputation and validity since individuals get sham because of picking incorrectly benefit. Killexams.com ensure to serve its customers best to its assets concerning exam dumps update and validity. The vast majority of other's sham report dissension customers come to us for the brain dumps and pass their exams joyfully and effortlessly. They never trade off on their review, reputation and quality on the grounds that killexams review, killexams reputation and killexams customer certainty is imperative to us. Uniquely they deal with killexams.com review, killexams.com reputation, killexams.com sham report objection, killexams.com trust, killexams.com validity, killexams.com report and killexams.com scam. On the off chance that you see any false report posted by their rivals with the name killexams sham report grievance web, killexams.com sham report, killexams.com scam, killexams.com protest or something like this, simply remember there are constantly awful individuals harming reputation of good administrations because of their advantages. There are a huge number of fulfilled clients that pass their exams utilizing killexams.com brain dumps, killexams PDF questions, killexams hone questions, killexams exam simulator. Visit Killexams.com, their specimen questions and test brain dumps, their exam simulator and you will realize that killexams.com is the best brain dumps site.
300-180 practice questions | C2030-102 Practice test | FNS pdf download | PW0-270 practice exam | A00-280 real questions | SDM-2002001040 Practice Test | 1Z0-206 dumps | QV_Developer_11 bootcamp | HP2-N41 study guide | Series66 study guide | C2080-474 free pdf | 000-M42 brain dumps | 1Z0-443 examcollection | EX0-106 free pdf | 9L0-418 cheat sheets | FC0-U41 braindumps | C9050-549 free pdf download | C2090-719 test prep | DSDPS-200 questions and answers | AND-402 test questions |
killexams.com P2020-007 real question bank
killexams.com high quality P2020-007 exam simulator is extremely encouraging for their clients for the exam prep. Immensely vital questions, points and definitions are featured in brain dumps pdf. Social occasion the information in one place is a genuine help and causes you get ready for the IT certification exam inside a brief timeframe traverse. The P2020-007 exam offers key focuses. The killexams.com pass4sure dumps retains the essential questions or ideas of the P2020-007 exam.
If you are searching for Pass4sure IBM P2020-007 Dumps containing real exams questions and answers for the IBM Optimization Technical Mastery Test v1 Exam preparation, they give most updated and quality wellspring of P2020-007 Dumps that is http://killexams.com/pass4sure/exam-detail/P2020-007. They have aggregated a database of P2020-007 Dumps questions from real exams with a specific end goal to give you a chance to get ready and pass P2020-007 exam on the first attempt.
killexams.com Huge Discount Coupons and Promo Codes are as under;
WC2017 : 60% Discount Coupon for all exams on website
PROF17 : 10% Discount Coupon for Orders greater than $69
DEAL17 : 15% Discount Coupon for Orders greater than $99
DECSPECIAL : 10% Special Discount Coupon for All Orders
At killexams.com, they give investigated IBM P2020-007 real exam questions the best to pass P2020-007 test, and to get ensured by IBM. It is a best decision to quicken your vocation as an expert in the Information Technology industry. They are pleased with their notoriety of helping individuals pass the P2020-007 test in their first attempts. Their prosperity rates in the previous two years have been totally great, on account of their cheerful clients presently ready to help their vocation in the fast track. killexams.com is the main decision among IT experts, particularly the ones hoping to move up the chain of importance levels quicker in their separate associations. IBM is the business pioneer in data innovation, and getting ensured by them is a guaranteed approach to prevail with IT vocations. They enable you to do precisely that with their top notch IBM P2020-007 preparing materials.
IBM P2020-007 is ubiquitous all around the globe, and the business and programming arrangements given by them are grasped by every one of the organizations. They have helped in driving a large number of organizations on the beyond any doubt shot way of accomplishment. Far reaching learning of IBM items are required to affirm a critical capability, and the experts guaranteed by them are exceptionally esteemed in all associations.
We give real P2020-007 pdf exam questions and answers braindumps in two organizations. Download PDF and Practice Tests. Pass IBM P2020-007 real Exam rapidly and effortlessly. The P2020-007 braindumps PDF compose is accessible for perusing and printing. You can print progressively and practice ordinarily. Their pass rate is high to 98.9% and the closeness rate between their P2020-007 study guide and real exam is 90% Considering their seven-year instructing knowledge. Do you need accomplishments in the P2020-007 exam in only one attempt?
As the only thing in any way important here is passing the P2020-007 - IBM Optimization Technical Mastery Test v1 exam. As all that you require is a high score of IBM P2020-007 exam. The just a single thing you have to do is downloading braindumps of P2020-007 exam study aides now. They won't let you down, they will provide you real questions. The experts additionally keep pace with the most breakthrough exam so as to give the larger part of updated materials. Three Months free access to have the capacity to them through the date of purchase. Each hopeful may bear the cost of the P2020-007 exam dumps by killexams.com at a low cost. Regularly discount for anybody all.
Within the sight of the legitimate exam substance of the brain dumps at killexams.com you can undoubtedly build up your specialty. For the IT experts, it is fundamental to improve their aptitudes as per their profession prerequisite. They make it simple for their clients to take certification exam with the assistance of killexams.com verified and credible exam material. For a splendid future in its realm, their brain dumps are the best alternative.
killexams.com Huge Discount Coupons and Promo Codes are as under;
WC2017: 60% Discount Coupon for all exams on website
PROF17: 10% Discount Coupon for Orders greater than $69
DEAL17: 15% Discount Coupon for Orders greater than $99
DECSPECIAL: 10% Special Discount Coupon for All Orders
A best dumps composing is a critical element that makes it simple for you to take IBM certifications. Be that as it may, P2020-007 braindumps PDF offers comfort for applicants. The IT certification is a significant troublesome assignment if one doesn't discover legitimate direction as true asset material. Subsequently, they have bona fide and updated substance for the planning of accreditation exam.
P2020-007 | P2020-007 | P2020-007 | P2020-007 | P2020-007 | P2020-007
Killexams 000-972 dumps questions | Killexams 98-366 questions answers | Killexams C2090-614 practice questions | Killexams 1Z0-403 free pdf | Killexams 312-50v9 practice questions | Killexams HP0-J38 real questions | Killexams HP2-N56 dump | Killexams 030-333 real questions | Killexams HP2-W104 test prep | Killexams 250-430 free pdf | Killexams HPE2-E65 mock exam | Killexams NS0-910 exam prep | Killexams 200-530 pdf download | Killexams A2040-921 test prep | Killexams HP0-M36 sample test | Killexams COG-703 cram | Killexams 156-915-65 exam prep | Killexams 310-066 braindumps | Killexams HP0-733 brain dumps | Killexams HP3-042 brain dumps |
Killexams COG-706 free pdf download | Killexams HP2-K20 questions and answers | Killexams A4040-129 sample test | Killexams ST0-095 test questions | Killexams 000-543 exam prep | Killexams 6202-1 study guide | Killexams 000-241 mock exam | Killexams E20-610 study guide | Killexams VCPVCD510 dumps | Killexams 1Z0-561 questions and answers | Killexams 000-587 exam questions | Killexams 000-931 cheat sheets | Killexams 156-730 bootcamp | Killexams AACN-CMC dump | Killexams 050-691 braindumps | Killexams MB2-706 test prep | Killexams 000-191 braindumps | Killexams LOT-925 practice questions | Killexams 1Z1-238 free pdf | Killexams 00M-651 brain dumps |
Ricardo Balduino and Tim BohnEarly Flight, Creative Commons Introduction
As they described in Part 1 of this series, their 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. They use historical flights data and historical weather data to make predictions for upcoming flights.
Over the course of this four-part series, they use different platforms to help us with those predictions. Here in Part 2, they 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, they 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, they 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. They 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 their 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 they ended up with 12 csv (comma separated value) files. They used IBM SPSS Modeler to merge all the csv files into one set and to select the ten airports in their 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, they 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, they 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
Figure 4 shows the first and second iterations of their process in IBM SPSS Modeler.Figure 4 — iterations: prepare data, run models, evaluate — and do it again First iteration
To start preparing the data, they 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, they 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 their 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” they mean that there were far more non-cancelled flights in the historical data than cancelled ones. They will discuss how they dealt with imbalanced data in the following iteration.
Next, they 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). They 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. They 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, they addressed the skewedness of the original data. For that purpose, they 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 their selected model work more effectively.Figure 7 — distribution of cancelled and non-cancelled flights after using SMOTE
In Figure 7, they notice a more balanced distribution between cancelled and non-cancelled flights after running the data through SMOTE.
As mentioned earlier, they 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 their use case — is its ability to handle imbalanced data.
Since in this use case they are dealing with classification analysis, they 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. They 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, they decided that the results were still good for the purposes of their discussion in this blog, and they stopped their iterations here. They encourage readers to further refine this model or even to use other models that could solve this use case.Deploying the model
Finally, they deployed the model as a REST API that developers can call from their applications. For that, they created a “deployment branch” in the SPSS stream. Then, they used the IBM Watson Machine Learning service available on IBM Bluemix here. They 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. They 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.
Royalty-free I3C; CFET parasitic variation modeling; Intel funds analog IP generation.
The MIPI Alliance released MIPI I3C Basic v1.0, a subset of the MIPI I3C sensor interface specification that bundles 20 of the most commonly needed I3C features for developers and other standards organizations. The royalty-free specification includes backward compatibility with I2C, 12.5 MHz multi-drop bus that is over 12 times faster than I2C supports, in-band interrupts to allow slaves to notify masters of interrupts, dynamic address assignment, and standardized discovery.
Efinix will expand its product offering, adding a 200K logic element FPGA to its lineup with the Triton T200. The T200 targets AI-driven products, and its architecture has enough LEs, DSP blocks, and on-chip RAM to deliver 1 TOPS for CNN at INT8 precision and 5 TOPS for BNN, according to Efinix CEO Sammy Cheung. The company also released samples of its Trion T20 FPGA.
Faraday Technology released multi-protocol video interface IP on UMC 28nm HPC. The Multi-Protocol Video Interface IP solution supports both transmitter (TX) and receiver (RX). The transmitter allows for MIPI and CMOS-IO combo solutions for package cost reduction and flexibility, while the receiver combo PHY includes MIPI, LVDS, subLVDS, HiSPi, and CMOS-I/O to support a diversified range of interfaces to CMOS image sensors. Target applications include panel and sensor interfaces, projectors, MFP, DSC, surveillance, AR and VR, and AI.
Analog tool and IP maker Movellus closed a second round of funding from Intel Capital. Movellus’ technology automatically generates analog IPs using digital implementation tools and standard cells. The company will use the funds to expand its customer base and to increase its portfolio of PLLs, DLLs and LDOs for use in semiconductor and system designs at advanced process nodes.
Imec and Synopsys completed a comprehensive sub-3nm parasitic variation modeling and delay sensitivity study of complementary FET (CFET) architectures. The QuickCap NX 3D field solver was used by Synopsys R&D and imec research teams to model the parasitics for a variety of device architectures and to identify the most critical device dimensions and properties, which allowed for optimization of CFET devices for better power/performance trade-offs.
Credo utilized Moortec’s Temperature Sensor and Voltage Monitor IP to optimize performance and increase reliability in its latest generation of SerDes chips. Moortec’s PVT sensors are utilized in all Credo standard products which are being deployed on system OEM linecards and 100G per lambda optical modules. Credo cited ease of integration and reduced time-to-market and project risk.
Wave Computing selected Mentor’s Veloce Strato emulation platform for functional verification and validation of its latest Dataflow Processor Unit chip designs, which will be used in the company’s next-generation AI system. Wave cited capacity and scaling advantages, breadth of virtual use models, reliability, and determinism as behind the choice.
MaxLinear adopted Cadence’s Quantus and Tempus timing signoff tools in developing the MxL935xx Telluride device, a 400Gbps PAM4 SoC using 16FF process technology. MaxLinear estimated they got 2X faster multi-corner extraction runtimes versus single-corner runs and 3X faster timing signoff flow.
The European Processor Initiative selected Menta as its provider of eFPGA IP. The EPI, a collaboration of 23 partners including Atos, BMW, CEA, Infineon and ST, has the objective of co-designing, manufacturing and bringing to market a system that supports the high-performance computing requirements of exascale machines.Jesse Allen (all posts)Jesse Allen is the Knowledge Center administrator and a senior editor at Semiconductor Engineering.
Microsoft announced on Monday that new tools have been released to help further extend the compatibility and interoperability of Office Open XML (OOXML) document formats used in Microsoft Office 2007.
The new tools are being developed by various open source projects. In addition, the Fraunhofer Fokus research group is working on a future "test library and validation tool" that will check document formats to see how well they comply with ISO/IEC 29500 and ECMA-376, which are OOXML-based international standards. Microsoft is a partner in the validation tool effort, which was announced in late February.
One of the open source projects releasing a new tool is Apache POI, which works to make OOXML files readable in Java-based applications. On Monday, Apache POI 3.5 beta 5 was released at the Apache POI Web site, along with a software development kit. This latest release adds "improved support" for .DOCX (Word) and .PPTX (PowerPoint) file formats, as well as "extended support" for the .XLSX (Excel) file format, according to a Microsoft announcement. Microsoft first began collaborating with the Apache POI project back in March of last year.
On Friday, MindTree and Microsoft released the Open XML Document Viewer v1.0 application. This browser plug-in, available at the CodePlex open source project site, allows Microsoft Office 2007 documents to be read in a Web browser. The Open XML Document Viewer, which translates OOXML-based files to HTML, now supports the Opera browser on both Windows and Linux. Other supported browsers include Firefox and Internet Explorer versions 7 and 8.
Microsoft and Dialogika have enhanced an Office Binary to Open XML Translator application by adding support for .XLS and .PPT files. This application lets the user translate Office binary files into OOXML and OpenDocument Format (ODF) files. The Phase III final version of the translator was released on SourceForge in late April.
Finally, the Open XML-ODF Translator add-in for Microsoft Office got some improvements with version 3.0, which was released in late March on SourceForge. Microsoft supported ODF 1.1 with this translator release.
Native support for ODF 1.1 is now part of Microsoft Office 2007 Service Pack 2, which was released in late April. However, the quality of that support has sparked an open spat among OASIS Technical Committee members who are currently overseeing the ODF international standard.
A blog entry by Rob Weir, IBM's chief ODF architect and chair of the ODF Technical Committee at OASIS, accused Microsoft of either incompetence or sabotage by not supporting an ODF namespace convention that helps translate formulas in spreadsheets between applications. In response, Gray Knowlton, a Microsoft group product manager, called for Weir to "step down as chairman." Microsoft and IBM still have some bad blood left over from a contentious ISO/IEC OOXML standardization process and both are now participants in the OASIS ODF standards effort.
Microsoft's Doug Mahugh, lead standards professional on the Office interoperability team, explained in his blog that the ODF standard doesn't specify the code-handing details for formulas sufficiently enough. He claimed that even IBM's Lotus Symphony spreadsheet has a problem translating formulas to other ODF-based spreadsheets, such as Sun's OpenOffice.org. In a later blog entry, Mahugh said that ODF document changes aren't being supported in Microsoft Word's ODF implementation OOXML because of technical issues and unclear ODF documentation in the ODF specification, among other details.
"Tracked changes are essential to document collaboration, and formulas are the essence of spreadsheets. Microsoft's failure to support either in SP2 is revealing with regard to its support for real-world interoperability," stated Marino Marcich, managing director of the ODF Alliance, an industry trade group promoting ODF, in a released statement.
The upshot of these spats, according to a Burton Group blog, is that there are still major compatibility problems between the ODF and OOXML document formats. The blog emphasized that enterprises should stick with the document formats they currently use in their office productivity software until such kinks get worked out. The blog also noted that ODF 1.2, when it's released, will likely have an Open Formula syntax that will solve the current impasse.
Kurt Mackie is senior news producer for the 1105 Enterprise Computing Group.
3COM [8 Certification Exam(s) ]
AccessData [1 Certification Exam(s) ]
ACFE [1 Certification Exam(s) ]
ACI [3 Certification Exam(s) ]
Acme-Packet [1 Certification Exam(s) ]
ACSM [4 Certification Exam(s) ]
ACT [1 Certification Exam(s) ]
Admission-Tests [13 Certification Exam(s) ]
ADOBE [93 Certification Exam(s) ]
AFP [1 Certification Exam(s) ]
AICPA [2 Certification Exam(s) ]
AIIM [1 Certification Exam(s) ]
Alcatel-Lucent [13 Certification Exam(s) ]
Alfresco [1 Certification Exam(s) ]
Altiris [3 Certification Exam(s) ]
Amazon [2 Certification Exam(s) ]
American-College [2 Certification Exam(s) ]
Android [4 Certification Exam(s) ]
APA [1 Certification Exam(s) ]
APC [2 Certification Exam(s) ]
APICS [2 Certification Exam(s) ]
Apple [69 Certification Exam(s) ]
AppSense [1 Certification Exam(s) ]
APTUSC [1 Certification Exam(s) ]
Arizona-Education [1 Certification Exam(s) ]
ARM [1 Certification Exam(s) ]
Aruba [6 Certification Exam(s) ]
ASIS [2 Certification Exam(s) ]
ASQ [3 Certification Exam(s) ]
ASTQB [8 Certification Exam(s) ]
Autodesk [2 Certification Exam(s) ]
Avaya [96 Certification Exam(s) ]
AXELOS [1 Certification Exam(s) ]
Axis [1 Certification Exam(s) ]
Banking [1 Certification Exam(s) ]
BEA [5 Certification Exam(s) ]
BICSI [2 Certification Exam(s) ]
BlackBerry [17 Certification Exam(s) ]
BlueCoat [2 Certification Exam(s) ]
Brocade [4 Certification Exam(s) ]
Business-Objects [11 Certification Exam(s) ]
Business-Tests [4 Certification Exam(s) ]
CA-Technologies [21 Certification Exam(s) ]
Certification-Board [10 Certification Exam(s) ]
Certiport [3 Certification Exam(s) ]
CheckPoint [41 Certification Exam(s) ]
CIDQ [1 Certification Exam(s) ]
CIPS [4 Certification Exam(s) ]
Cisco [318 Certification Exam(s) ]
Citrix [48 Certification Exam(s) ]
CIW [18 Certification Exam(s) ]
Cloudera [10 Certification Exam(s) ]
Cognos [19 Certification Exam(s) ]
College-Board [2 Certification Exam(s) ]
CompTIA [76 Certification Exam(s) ]
ComputerAssociates [6 Certification Exam(s) ]
Consultant [2 Certification Exam(s) ]
Counselor [4 Certification Exam(s) ]
CPP-Institue [2 Certification Exam(s) ]
CPP-Institute [1 Certification Exam(s) ]
CSP [1 Certification Exam(s) ]
CWNA [1 Certification Exam(s) ]
CWNP [13 Certification Exam(s) ]
Dassault [2 Certification Exam(s) ]
DELL [9 Certification Exam(s) ]
DMI [1 Certification Exam(s) ]
DRI [1 Certification Exam(s) ]
ECCouncil [21 Certification Exam(s) ]
ECDL [1 Certification Exam(s) ]
EMC [129 Certification Exam(s) ]
Enterasys [13 Certification Exam(s) ]
Ericsson [5 Certification Exam(s) ]
ESPA [1 Certification Exam(s) ]
Esri [2 Certification Exam(s) ]
ExamExpress [15 Certification Exam(s) ]
Exin [40 Certification Exam(s) ]
ExtremeNetworks [3 Certification Exam(s) ]
F5-Networks [20 Certification Exam(s) ]
FCTC [2 Certification Exam(s) ]
Filemaker [9 Certification Exam(s) ]
Financial [36 Certification Exam(s) ]
Food [4 Certification Exam(s) ]
Fortinet [13 Certification Exam(s) ]
Foundry [6 Certification Exam(s) ]
FSMTB [1 Certification Exam(s) ]
Fujitsu [2 Certification Exam(s) ]
GAQM [9 Certification Exam(s) ]
Genesys [4 Certification Exam(s) ]
GIAC [15 Certification Exam(s) ]
Google [4 Certification Exam(s) ]
GuidanceSoftware [2 Certification Exam(s) ]
H3C [1 Certification Exam(s) ]
HDI [9 Certification Exam(s) ]
Healthcare [3 Certification Exam(s) ]
HIPAA [2 Certification Exam(s) ]
Hitachi [30 Certification Exam(s) ]
Hortonworks [4 Certification Exam(s) ]
Hospitality [2 Certification Exam(s) ]
HP [750 Certification Exam(s) ]
HR [4 Certification Exam(s) ]
HRCI [1 Certification Exam(s) ]
Huawei [21 Certification Exam(s) ]
Hyperion [10 Certification Exam(s) ]
IAAP [1 Certification Exam(s) ]
IAHCSMM [1 Certification Exam(s) ]
IBM [1532 Certification Exam(s) ]
IBQH [1 Certification Exam(s) ]
ICAI [1 Certification Exam(s) ]
ICDL [6 Certification Exam(s) ]
IEEE [1 Certification Exam(s) ]
IELTS [1 Certification Exam(s) ]
IFPUG [1 Certification Exam(s) ]
IIA [3 Certification Exam(s) ]
IIBA [2 Certification Exam(s) ]
IISFA [1 Certification Exam(s) ]
Intel [2 Certification Exam(s) ]
IQN [1 Certification Exam(s) ]
IRS [1 Certification Exam(s) ]
ISA [1 Certification Exam(s) ]
ISACA [4 Certification Exam(s) ]
ISC2 [6 Certification Exam(s) ]
ISEB [24 Certification Exam(s) ]
Isilon [4 Certification Exam(s) ]
ISM [6 Certification Exam(s) ]
iSQI [7 Certification Exam(s) ]
ITEC [1 Certification Exam(s) ]
Juniper [64 Certification Exam(s) ]
LEED [1 Certification Exam(s) ]
Legato [5 Certification Exam(s) ]
Liferay [1 Certification Exam(s) ]
Logical-Operations [1 Certification Exam(s) ]
Lotus [66 Certification Exam(s) ]
LPI [24 Certification Exam(s) ]
LSI [3 Certification Exam(s) ]
Magento [3 Certification Exam(s) ]
Maintenance [2 Certification Exam(s) ]
McAfee [8 Certification Exam(s) ]
McData [3 Certification Exam(s) ]
Medical [69 Certification Exam(s) ]
Microsoft [374 Certification Exam(s) ]
Mile2 [3 Certification Exam(s) ]
Military [1 Certification Exam(s) ]
Misc [1 Certification Exam(s) ]
Motorola [7 Certification Exam(s) ]
mySQL [4 Certification Exam(s) ]
NBSTSA [1 Certification Exam(s) ]
NCEES [2 Certification Exam(s) ]
NCIDQ [1 Certification Exam(s) ]
NCLEX [2 Certification Exam(s) ]
Network-General [12 Certification Exam(s) ]
NetworkAppliance [39 Certification Exam(s) ]
NI [1 Certification Exam(s) ]
NIELIT [1 Certification Exam(s) ]
Nokia [6 Certification Exam(s) ]
Nortel [130 Certification Exam(s) ]
Novell [37 Certification Exam(s) ]
OMG [10 Certification Exam(s) ]
Oracle [279 Certification Exam(s) ]
P&C [2 Certification Exam(s) ]
Palo-Alto [4 Certification Exam(s) ]
PARCC [1 Certification Exam(s) ]
PayPal [1 Certification Exam(s) ]
Pegasystems [12 Certification Exam(s) ]
PEOPLECERT [4 Certification Exam(s) ]
PMI [15 Certification Exam(s) ]
Polycom [2 Certification Exam(s) ]
PostgreSQL-CE [1 Certification Exam(s) ]
Prince2 [6 Certification Exam(s) ]
PRMIA [1 Certification Exam(s) ]
PsychCorp [1 Certification Exam(s) ]
PTCB [2 Certification Exam(s) ]
QAI [1 Certification Exam(s) ]
QlikView [1 Certification Exam(s) ]
Quality-Assurance [7 Certification Exam(s) ]
RACC [1 Certification Exam(s) ]
Real-Estate [1 Certification Exam(s) ]
RedHat [8 Certification Exam(s) ]
RES [5 Certification Exam(s) ]
Riverbed [8 Certification Exam(s) ]
RSA [15 Certification Exam(s) ]
Sair [8 Certification Exam(s) ]
Salesforce [5 Certification Exam(s) ]
SANS [1 Certification Exam(s) ]
SAP [98 Certification Exam(s) ]
SASInstitute [15 Certification Exam(s) ]
SAT [1 Certification Exam(s) ]
SCO [10 Certification Exam(s) ]
SCP [6 Certification Exam(s) ]
SDI [3 Certification Exam(s) ]
See-Beyond [1 Certification Exam(s) ]
Siemens [1 Certification Exam(s) ]
Snia [7 Certification Exam(s) ]
SOA [15 Certification Exam(s) ]
Social-Work-Board [4 Certification Exam(s) ]
SpringSource [1 Certification Exam(s) ]
SUN [63 Certification Exam(s) ]
SUSE [1 Certification Exam(s) ]
Sybase [17 Certification Exam(s) ]
Symantec [134 Certification Exam(s) ]
Teacher-Certification [4 Certification Exam(s) ]
The-Open-Group [8 Certification Exam(s) ]
TIA [3 Certification Exam(s) ]
Tibco [18 Certification Exam(s) ]
Trainers [3 Certification Exam(s) ]
Trend [1 Certification Exam(s) ]
TruSecure [1 Certification Exam(s) ]
USMLE [1 Certification Exam(s) ]
VCE [6 Certification Exam(s) ]
Veeam [2 Certification Exam(s) ]
Veritas [33 Certification Exam(s) ]
Vmware [58 Certification Exam(s) ]
Wonderlic [2 Certification Exam(s) ]
Worldatwork [2 Certification Exam(s) ]
XML-Master [3 Certification Exam(s) ]
Zend [6 Certification Exam(s) ]
Issu : https://issuu.com/trutrainers/docs/p2020-007
Dropmark : http://killexams.dropmark.com/367904/11334464
Wordpress : http://wp.me/p7SJ6L-bx
weSRCH : https://www.wesrch.com/business/prpdfBU1HWO000REOS
Scribd : https://www.scribd.com/document/356590115/Pass4sure-P2020-007-Braindumps-and-Practice-Tests-with-Real-Questions
Dropmark-Text : http://killexams.dropmark.com/367904/11997497
Youtube : https://youtu.be/ch_QBaVgP0A
Vimeo : https://vimeo.com/239057654
Blogspot : http://killexams-braindumps.blogspot.com/2017/10/just-study-these-ibm-p2020-007.html
RSS Feed : http://feeds.feedburner.com/Pass4sureP2020-007DumpsAndPracticeTestsWithRealQuestions
publitas.com : https://view.publitas.com/trutrainers-inc/p2020-007-pdfensure-your-success-with-this-p2020-007-question-bank
Google+ : https://plus.google.com/112153555852933435691/posts/8NTkTVfugU3?hl=en
Calameo : http://en.calameo.com/account/book#
Box.net : https://app.box.com/s/ff0pf4nme2jnxsjyv3xqtunkkbrcrzg1
zoho.com : https://docs.zoho.com/file/5bym243385cf5942341d9b284b06dad1b55ec