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SPS-202 IBMSPSSMBPDM- IBM SPSS Modeler Business(R) partner Data Mining Associate

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SPS-202 exam Dumps Source : IBMSPSSMBPDM- IBM SPSS Modeler Business(R) partner Data Mining Associate

Test Code : SPS-202
Test title : IBMSPSSMBPDM- IBM SPSS Modeler Business(R) partner Data Mining Associate
Vendor title : IBM
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IBM IBMSPSSMBPDM- IBM SPSS Modeler

IBM Watson Studio: Product Overview and insight | killexams.com existent Questions and Pass4sure dumps

down load the authoritative e-book: Cloud Computing 2019: the usage of the Cloud for aggressive advantage

See the all checklist of computing device gaining learning of SolutionsSee consumer experiences of IBM Watson Studio

bottom line

Watson is an umbrella for outright IBM abysmal discovering and synthetic intelligence, in addition to laptop learning. The company became a pioneer in introducing AI technologies to the traffic world. What this potential for patrons: Watson Studio is a exact contender for any company looking to deploy laptop studying and abysmal researching applied sciences.

The platform gives extensive paraphernalia and technologies for facts scientists, builders and field depend consultants that necessity to determine information, build models, and educate and set up computer gaining learning of fashions at scale. The retort contains paraphernalia to partake visualizations and results with others. Watson Studio helps cloud, computer and local deployment frameworks.

The latter resides behind a firm’s firewall or as a SaaS solution working in an IBM deepest cloud. IBM Watson Studio is ranked as a “chief” within the Forrester Wave. It turned into a customers’ option 2018 recipient at Gartner Peer Insights.

Product Description

Watson Studio relies on a group of IBM tools and applied sciences to construct efficient computing device getting to know purposes and services. This comprises IBM Cloud pretrained computing device studying fashions corresponding to visible recognition, Watson herbal Language Classifier, and others. The environment makes consume of Jupyter Notebooks together with other open supply tools and scripting languages to complement constructed-in collaborative undertaking points.

https://o1.qnsr.com/log/p.gif?;n=203;c=204660772;s=9478;x=7936;f=201812281334210;u=j;z=TIMESTAMP;a=20403954;e=i

The outcome is an ambiance that enables quick and powerful laptop gaining learning of pile and quality tuning of models. facts scientists and others can create a election from a number of capacities of Anaconda, Spark and GPU environments.

Watson Studio supports better visual modeling through a drag-and-drop interface supplied by using IBM’s SPSS Modeler. furthermore, it accommodates automatic abysmal researching the consume of a drag-and-drop, no-code interface in Neural community Modeler.

Overview and lines consumer Base

statistics scientists, builders and belt recall consultants.

Interface

Graphical drag-and-drop and command line.

Scripting Languages/formats Supported

supports Anaconda and Apache Spark. The latter offers Scala, Python and R interfaces.

codecs Supported

Most major information and file codecs are supported through open supply Jupyter Notebooks.

Integration

IBM Watson Studio connects a yoke of IBM items, together with SPSS Modeler and records Science event (DSX) together with open supply tools, with a view to bring a tenacious Predictive Analytics and laptop getting to know (PAML) solution.

The ambiance accommodates open data sets through Jupyter Notebooks, Apache Spark and the Python Pixiedust library. The cloud edition features interactivity with computer servers and R Studio, together with Python, R., and Scala coder for facts scientists.

Reporting and Visualization

Visualization via SPSS Modeler. tenacious logging and reporting capabilities are developed into the product.

Pricing

IBM has adopted a pay-as-you-go model. Watson Studio Cloud – mediocre expenses $ninety nine per month with 50 means unit hours per month covered. Watson Studio Cloud - traffic runs $6,000 per month with 5,000 capability unit hours. Watson Studio laptop charges $199 per thirty days with limitless modeling. Watson Studio local – for enterprise records science teams N/A.

IBM Watson Studio Overview and contours at a look:

seller and contours

IBM Watson Studio

ML focus

wide information science center of attention with cloud and desktop ML structures.

Key features and capabilities

powerful visible awareness and herbal classification equipment. resilient strategy that accommodates open source tools. Connects to IBM SPSS Modeler.

consumer feedback

particularly rated for points and capabilities. Some complaints revolving round using notebooks.

Pricing and licensing

Tiered mannequin from $99 per month per user to $6,000 per 30 days per consumer or more at enterprise level.


IBM sends Cognos, SPSS to the cloud | killexams.com existent Questions and Pass4sure dumps

Two of IBM’s most established evaluation products, the Cognos company Intelligence and the SPSS predictive analytics equipment, are headed for the cloud, the newest in an ongoing push by using IBM to port its substantial utility portfolio to the cloud.

having access to this sort of application from a hosted atmosphere, in location of procuring the paraphernalia outright, offers a number of advantages to purchasers.

“We manage the infrastructure, and this permits you to scale more effortlessly and congregate outright started with less upfront investment,” pointed out Eric Sall, IBM vice president of global analytics marketing.

IBM introduced these additions to its cloud functions, as well as a few current choices, at its perception user conference for records analytics, held this week in Las Vegas.

by 2016, 25 p.c of recent enterprise analysis deployments can exist accomplished within the cloud, in keeping with Gartner.

Analytics might champion groups in lots of techniques, in line with IBM. It may supply further insight in the procuring habits of consumers, as well as insight into how neatly its personal operations are performing. It could help safeguard systems from assaults and attempts at fraud, as well as guarantee that traffic departments are assembly compliance requirements.

the current online edition of Cognos, IBM Cognos enterprise Intelligence on Cloud, can at the second exist validated in a preview mode. IBM plans to present Cognos as a replete traffic provider early next year. clients can quicken Cognos towards statistics they retain in the IBM cloud, or towards records they deliver on premises.

A replete traffic edition of the online IBM SPSS Modeler will exist purchasable within 30 days. This paraphernalia will encompass outright the SPSS add-ons for records based predictive modeling, akin to a modeler server, analytics conclusion administration software and a information server.

past this year, IBM pledged to proffer a all lot of its software portfolio as cloud services, many via its Bluemix set of platform functions.

besides Cognos and SPSS, IBM likewise unveiled a number of current and up-to-date offerings at the conference.

One current carrier, DataWorks, gives a yoke of options for refining and cleaning facts so it's equipped for evaluation. The company has launched a cloud-based data warehousing carrier, called dashDB. a brand current Watson-primarily based provider, called Watson Explorer, offers a way for users to request natural language questions on diverse units of interior information.

To paw upon this text and other PCWorld content material, visit their fb page or their Twitter feed.

IBM Watson Studio is Coming to Your desktop | killexams.com existent Questions and Pass4sure dumps

example of a Modeler stream running on Watson Studio computing device

IBM Watson Studio is an exceedingly efficient information science offering. if you’re now not typical, Watson Studio is an built-in environment designed to create it smooth to increase, educate, and exploit models. It comprises a big election of paraphernalia used for every slight thing from records prep and mingle to picture consciousness. And now Watson Studio is on its solution to your windows or Mac desktop computer.

Overview of Watson Studio

Watson Studio contains lots of tools outright inside one built-in atmosphere. the most regularly occurring paraphernalia of Watson Studio are:

  • SPSS Modeler for facts prep, mix, and modeling devoid of coding
  • facts Refinery, a spreadsheet fashion tool, that permits quickly, self-service records practise
  • Python, R, and Scala Jupyter Notebooks to create and partake files that accommodate reside code, equations, visualizations, and explanatory text
  • Neural network Modeler for designing TensorFlow, Keras, PyTorch and Caffe constructions without coding
  • Interactive Dashboards to deliver sharable are animated reports so the conclusion users can determine their personal insights
  • obtainable Deployment options

    Watson Studio will quickly exist purchasable as three deployment options:

  • Watson Studio on the IBM Cloud is the easiest way to congregate begun. It presents 3 tiers from a free starter tier with pay-as-you-go compute outright the technique to an enterprise edition.
  • Watson Studio local is their behind-the-firewall retort proposing a relaxed way so as to add Watson Studio capabilities to your commercial enterprise. contains purchase options for a handful of users or the total organization.
  • And coming quickly: Watson Studio desktop
  • Introducing Watson Studio computing device

    Watson Studio desktop is their current third deployment option inside the Watson Studio family. It takes essentially the most frequent parts of what's available inside Watson Studio on the cloud and ports it to your windows or Mac computing device for offline use, for evaluation of information data you don’t are looking to upload, and for snappy performance. outright with a posthaste and simple desktop installing.

    Watson Studio on the computer will scale from someone user outright of the way as much as a sizable team, and will exist a fine addition to the Watson Studio family together with their cloud and autochthonous flavors.

    The initial leading features of Watson Studio computing device can exist a SPSS Modeler canvas in conjunction with the statistics refinery spreadsheet editor. this will encompass backwards compatibility for SPSS Modeler streams.

    merits of Watson Studio laptop
  • It’s quickly, in particular for local files. multiply particular person productivity the usage of a in the neighborhood establish in customer.
  • It provides offline use. want to construct a mannequin on a aircraft devoid of WiFi? Watson Studio laptop will work with out an internet connection for weeks at a time.
  • Adhere to safety and governance mandates along with your facts. Watson Studio computing device allows for outright your statistics to abide in your computing device.
  • unlimited modeling devoid of overages. using Watson Studio computing device, that you could boost models without any incremental cost. This allows you to build models iteratively on your laptop, then accelerate it to Watson Studio on the Cloud to set up.
  • It’s one Watson Studio, so no re-learning required. With the selfsame designs because the cloud and local types, switching between deployment options is seamless without a unique practicing.
  • And similar to the ease of Watson Studio, any one — coders or non-coders — may exist in a position to establish together, mix, explore, and model their statistics in precisely minutes.
  • Watson Studio laptop’s potent graphing knowledgeJoin the Beta

    The Beta for Watson Studio is beginning now with two paraphernalia already ported to the computing device: a refreshed edition of SPSS Modeler & facts Refinery. it'll likewise consist of tasks to prepare your work, statistics assets organization, and a effortless check for updates function.

    be piece of the beta to supply comments on the way you fancy these tools, and advocate which other tools they carry to the computer. The Beta is piece of the IBM SPSS Modeler Subscription Trial, so when you register for that you just’ll gain access to both downloads.

    After you register, search for the “IBM SPSS Modeler Subscription Trial” card, click on down load, then you definately’ll contemplate the Watson Studio laptop Beta downloads on the preempt hand facet of the page.

    join the discussion on the beta neighborhood

    After registering for the beta, exist a piece of within the discussion on the Watson Studio computing device beta neighborhood. here that you would exist able to request questions concerning the beta, supply strategies for future aspects, congregate forum assist, and recall piece in valuable surveys to gain an repercussion on product direction. exist a piece of the discussion board birthright here by means of logging in with your IBMid.

    wait for future announcements birthright here about this pleasing addition for the Watson Studio household.

    Watson Studio computer task organizer

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    IBMSPSSMBPDM- IBM SPSS Modeler Business(R) partner Data Mining Associate

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    IDG

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    Data and sizable data analytics are posthaste becoming the lifeblood of any successful business. Getting the technology birthright can exist challenging, but pile the birthright team with the birthright skills to undertake sizable data initiatives can exist even harder.

    Not surprisingly, that challenge is reflected in the rising demand for sizable data skills and certifications. According to research by IT research arduous Foote Partners, both noncertified advanced data analytics skills and certified sizable data skills gain gained value in recent years: with 74 advanced data analytics related skills and certifications rising in mediocre value by 6 percent in 2015, followed by 116 advanced data analytics related skills and certifications increasing 4.8 percent overall in market value in 2016. Additionally, Foote Partners research create 123 related certified and noncertified sizable data skills seeing a 0.3 percent gain in value in the first quarter of 2017.

    Organizations are on the hunt for data scientists and analysts with expertise in the techniques required to analyze sizable data. They likewise necessity sizable data systems architects to translate requirements into systems, data engineers to build data pipelines, developers who know their way around Hadoop clusters and other technologies, and systems administrators and managers to tie everything together.

    [ Find out the hottest data and analytics trends today. | congregate ahead with the top certs for sizable data, project management, agile, and the cloud. | congregate weekly career tips by signing up for their CIO Leader newsletter. ]

    These skills are in lofty demand and are relatively rare. Individuals with the birthright mingle of sustain and skills can demand lofty salaries. The birthright certifications can help.

    "Advanced data analytics capabilities are just too critical for staying competitive," David Foote, co-founder, chief analyst and chief research officer of Foote Partners, said in a statement released with the research. "They've expanded in popularity from a few industries to nearly every industry and market. And there is the Internet of Things, the next critical focus for data and analytics services. IDC is predicting a 30 percent CAGR over the next five years, while McKinsey is expecting IoT to gain a $4 trillion to $11 trillion global economic repercussion by 2025 as businesses survey to IoT technologies to provide more insight."

    While the market value of noncertified advanced analytics skills has actually increased faster as a percentage of ground salary than the value of certified sizable data skills, according to Foote Research, Foote believes pay premiums for both noncertified and certified skills will steadily ascend over the next 12 to 24 months.

    If you're looking for a way to congregate an edge — whether you're job hunting, angling for a promotion or just want tangible, third-party proof of your skills — sizable data certification is a remarkable option. Certifications measure your learning and skills against industry- and vendor-specific benchmarks to prove to employers that you gain the birthright skillset. The number of sizable data certs is expanding rapidly.

    Below is their usher to the most sought after sizable data certifications to help you resolve which cert is birthright for you.

    If you would fancy to submit a sizable data certification to this directory, gladden email us.

    Analytics: Optimizing sizable Data Certificate

    The Analytics: Optimizing sizable Data Certificate is an undergraduate-level program intended for business, marketing and operations managers, data analyst and professionals, fiscal industry professionals, and petite traffic owners. The program brings together statistics, analysis, and written and oral communications skills. It introduces students to the tools needed to analyze big datasets, covering topics including importing data into an analytics software package, exploratory graphical and data analysis, pile analytics models, finding the best model to explore correlation among variables and more.

    Organization: University of Delaware

    Price: $2,895 course fee

    How to prepare: A basic background in statistics and some prior college coursework is recommended.

    Certificate in Engineering Excellence sizable Data Analytics and Optimization (CPEE)

    Offered in Hyderabad and Bengaluru, India, the Certificate in Engineering Excellence sizable Data Analytics and Optimization is an intensive 18-week program that consists of 10 courses (lectures and labs) for students of outright aspects of analytics, including working with sizable data using Hadoop. It focuses on R and Hadoop skills, as well as statistical modeling, data analytics, machine learning, text mining and optimization. Students are evaluated on a real-world capstone project and a sequence of quizzes.

    Organization: International School of Engineering (INSOFE)

    Price: ₹3000 (INR) application fee and a program fee of ₹3,25,000 + 15 percent service tax.

    How to prepare: INSOFE admits students based on performance on its entrance exam and prior academic background and work experience.

    Certification of Professional Achievement in Data Sciences

    The Certification of Professional Achievement in Data Sciences is a non-degree program intended to develop facility with foundational data science skills. The program consists of four courses: Algorithms for Data Science (CS/IEOR), Probability & Statistics (STATS), Machine Learning for Data Science (CS), and Exploratory Data Analysis and Visualization (STATS).

    Organization: Columbia University

    Price: $1,858 per credit (a minimum of 12 credits, including the four courses, are required to complete the program). In addition, there is an $85 non-refundable application fee for the on-campus program and $150 for the online program. The online program likewise includes an additional non-refundable technology fee of $395 per course.

    How to prepare: An undergraduate degree and prior quantitative and introductory to computer programming coursework are required.

    Certified Analytics Professional

    The Certified Analytics Professional (CAP) credential is a generic analytics certification that certifies end-to-end understanding of the analytics process, from framing traffic and analytic problems to acquiring data, methodology, model building, deployment and model lifecycle management. It requires completion of the CAP exam and adherence to the CAP Code of Ethics.

    Organization: INFORMS

    Price: $495 if you are an INFORMS member, or $695 if you're not. Team pricing is available for organizations. 

    How to prepare: A list of study courses and a sequence of webinars are available through registration.

    Cloudera Certified Associate (CCA) Data Analyst

    A SQL developer who earns the CCA Data Analyst certification demonstrates core analyst skills to load, transform and model Hadoop data to define relationships and extract meaningful results from the raw output. It requires passing the CCA Data Analyst Exam (CCA159), a remote-proctored set of eight to 12 performance-based, hands-on tasks on a CDH 5 cluster. Candidates gain 120 minutes to implement a technical solution for each task. They must analyze the problem and arrive at an optimal approach in the time allowed.

    Organization: Cloudera

    Price: $295

    How to prepare: Cloudera recommends candidates recall the Cloudera Data Analyst Training course, which has the selfsame objectives as the exam.

    Cloudera Certified Associate (CCA) Spark and Hadoop Developer

    The CCA Spark and Hadoop Developer credential certifies a professional has proven their core skills to ingest, transform and process data using Apache Spark and core Cloudera enterprise tools. It requires passing the remote-proctored CCA Spark and Hadoop Developer Exam (CCA175), which consists of eight to 12 performance-based, hands-on tasks on a Cloudera Enterprise cluster. Each question requires the candidate to unravel a particular scenario. Some cases may require a tool such as Impala or Hive, others may require coding. Candidates gain 120 minutes to complete the exam.

    Organization: Cloudera

    Price: $295

    How to prepare: There are no prerequisites required, but Cloudera says the exam follows the selfsame objectives as the Cloudera Developer Training for Spark and Hadoop course, making it excellent preparation for the exam.

    Cloudera Certified Professional (CCP): Data Engineer

    The CCP: Data Engineer credential certifies the faculty to achieve core competencies required to ingest, transform, store and analyze data in Cloudera's CDH environment. It requires passing the remote-proctored CCP: Data Engineer Exam (DE575), a hands-on, practical exam in which each user is given five to eight customer problems each with a unique, big data set, a CDH cluster and four hours. For each problem, the candidate must implement a technical solution with a lofty degree of precision that meets outright the requirements.

    Organization: Cloudera

    Price: $400

    How to prepare: Cloudera suggests professionals seeking this certification gain hands-on sustain in the field and recall the Cloudera Developer Training for Spark and Hadoop course.

    EMC Proven Professional Data Scientist Associate (EMCDSA)

    The EMCDSA certification demonstrates an individual's faculty to participate and contribute as a data science team member on sizable data projects. It includes deploying the data analytics lifecycle, reframing a traffic challenge as an analytics challenge, applying analytic techniques and tools to analyze sizable data and create statistical models, selecting the preempt data visualizations and more.

    Organization: Dell EMC Education Services

    Price: $600 for video-ILT streaming; $5,000 for instructor-led

    How to prepare: EMC offers a training course, available as either a video or an instructor-led course.

    IBM Certified Data Architect – sizable Data

    Designed for data architects, the IBM Certified Data Architect – sizable Data certification requires passing a test that consists of five sections containing a total of 55 multiple-choice questions. It demonstrates a data architect can work closely with customers and solutions architects to translate customers' traffic requirements into a sizable data solution.

    Organization: IBM Professional Certification Program

    Price: $200

    How to prepare: IBM recommends a sequence of seven multi-day courses on SPSS Modeler to InfoSphere BigInsights to prepare for the test.

    IBM Certified Data Engineer – sizable Data

    The IBM Certified Data Engineer – sizable Data certification is intended for sizable data engineers, who work directly with data architects and hands-on developers to transmogrify an architect's sizable data vision into reality. Data engineers understand how to apply technologies to unravel sizable data problems and gain the faculty to build large-scale data processing systems for the enterprise. They develop, maintain, test and evaluate sizable data solutions within organizations, providing architects with input on needed hardware and software. This certification requires passing a test that consists of five sections containing a total of 53 multiple-choice questions.

    Organization: IBM Professional Certification Program

    Price: $200

    How to prepare: IBM recommends a sequence of nine multi-day courses to prepare for the test.

    Mining Massive Data Sets Graduate Certificate

    Designed for software engineers, statisticians, predictive modelers, market researchers, analytics professionals, and data miners, the Mining Massive Data Sets Graduate Certificate requires four courses and demonstrates mastery of efficient, powerful techniques and algorithms for extracting information from big datasets fancy the Web, gregarious network graphs and big document repositories. The certificate usually takes one to two years to complete.

    Organization: Stanford center for Professional Development

    Price: $18,000 tuition

    How to prepare: A Bachelor's degree with an undergraduate GPA of 3.0 or better is required. Applicants should gain learning of basic computer science principles and skills, at a flat enough to write a reasonably non-trivial computer program.

    MongoDB Certified DBA Associate

    The MongoDB Certified DBA Associate credential is intended to demonstrate that operations professionals understand the concepts and mechanics required to administrate MongoDB. It requires a 90 minute, multiple election exam.

    Organization: MongoDB University

    Price: $150

    How to prepare: There are no prerequisites, but MongoDB suggests candidates complete an in-person training or one of its online courses (M102: MongoDB for DBAs; M202: MongoDB Advanced Deployment Operations). MongoDB likewise provides the MongoDB Certification Exam Study Guide, available to those who gain registered for a certification exam.

    MongoDB Certified Developer Associate

    The MongoDB Certified Developer Associate credential is intended for software engineers who want to demonstrate a solid understanding of the fundamentals of designing and pile applications using MongoDB. It requires a 90 minute, multiple election exam.

    Organization: MongoDB University

    Price: $150

    How to prepare: There are no prerequisites, but MongoDB suggests candidates complete an in-person training or one of its online courses (M101J: MongoDB for Java Developers; M101JS: MongoDB for Node.js Developers; M101N: MongoDB for .NET Developers; M101P: MongoDB for Developers). MongoDB likewise provides the MongoDB Certification Exam Study Guide, available to those who gain registered for a certification exam.

    SAS Certified sizable Data Professional

    The SAS Certified sizable Data Professional certification program is for individuals seeking to build on their basic programming learning by learning how to congregate and analyze sizable data in SAS. The program focuses on SAS programming skills; accessing, transforming and manipulating data; improving data quality for reporting and analytics; fundamentals of statistics and analytics; working with Hadoop, Hive, Pig and SAS; and exploring and visualizing data. The program includes two certification exams, both of which the participants must pass.

    Organization: SAS Academy for Data Science

    Price: $9,000 for classroom (Cary, NC), $4,725 for blended learning (combination of 24/7 online access and instructor-led training)

    How to prepare: At least six months of programming sustain in SAS or another programming language is required to enroll.

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    Perspectives on Text Analytics in 2009 | killexams.com existent questions and Pass4sure dumps

    You’re reading this article because you’re actively interested in text analytics technology and market trends. Whether you’re a solutions provider or consumer, you want to exist sure you’ve invested your time and fiscal resources wisely.

    The picture is complex, however, as the text analytics domain is not dominated by any one algorithm or approach, vendor or traffic sector. So far, the diversity of options has benefitted potential users; awareness (and realization) of the technology’s capabilities is pile rapidly in areas such as media monitoring, publishing, customer-experience management and semantic search. Meanwhile, growth remains tenacious in domains that gain long applied text analytics. These areas include life sciences, intelligence and law enforcement, and fiscal services. While the text analytics domain isn’t unaffected by current traffic conditions, economic pressures could actually spur uptake motivated by a quest for efficiency through automation.

    Sources and Perspectives

    To abide on top of trends, I try to talk to current and prospective users as often as I can, and I likewise try to withhold up with researchers and fellow analysts. (You’ll find links for some of the folks I succeed at my BeyeNETWORK channel.) I likewise catch up with vendors periodically.

    Because it’s helpful to understand current industry perspectives, I recently invited CEOs, CTOs and thought leaders to respond to the following query:

    What attain you contemplate as the 3 (or fewer) most essential text analytics technology, solution or market challenges in 2009?

    Before relaying answers I received, I’ll mention two meta-replies. First, Marti Hearst, associate professor in the UC Berkeley School of Information, declined to respond, in piece because “…for me, 2009 is too immediate a time horizon.” This thought applies not only to academic researchers but likewise to anyone who’s thinking strategically, beyond this year’s crop of product releases and traffic conditions. Next, Lexalytics CEO Jeff Catlin candidly characterized his response as “somewhat self-serving thoughts.” No doubt many of the vendors quoted contemplate the greatest challenges as residing in areas their tools address, so recall their views with a grain of salt.

    I’ll relay outright views with minimal editing, complete with vendor self-promotion because, after all, commercial products are “where the rubber hits the road” for most enterprise users.

    Text Analytics in 2009

    Let’s start with Maria Milosavljevic, CTO at Capital Markets Cooperative Research Centre, an Australian group that is conducting leading-edge R&D in real-time security-market surveillance. The top 3 for Maria are:

  • Expectations: Unfortunately I respect that the most difficult challenges of the past are soundless with us, and this is the biggest. People either believe that not much at outright is viable or they believe that more is viable than reality. It is never the case where conclude users gain realistic expectations.
  • Portability: Text analytics systems trained on a particular type of input data attain not typically transfer well to other types of input. Cross-domain issues (e.g., from advice to medical) are similar to transfer between intra-domain input documents (e.g., from medical advice to medical journals).
  • Data quality: Data is never clean. Garbage in = garbage out!
  • Breck Baldwin of Alias-i, author of LingPipe natural language processing software, is very to-the-point in his reply, with a sort of twist on Maria’s expectations response.

    #1 thing the field needs is a profound and existent success legend of text analytics.

    The reply from Sid Banerjee, CEO of Clarabridge, looks at factors related to scaling text analytics to the enterprise, “the expansion of text analytics across a few dimensions.” His reply:

  • From a functional to an enterprise imperative. In 2006-2008, text analytics was deployed to marketing, convoke center, survey groups. Over the past few years, solutions gain morphed from those that serve one group to an offering that supports multiple groups, and now customers are looking, on day one, to pick solutions that can demonstrate cross-functional value. The selling cycles are more complex, the solutions necessity to account for more a priori traffic value and relevance, and at the selfsame time, because the solutions are not just deployed in one area, IT wants to know more how the solution is going to fitting with "enterprise" standards. In total: selling is now more complex, more constituencies are involved in the decision, but at the selfsame time articulating and demonstrating traffic value is even more important.
  • From an isolated to an integrated solution. Toward the conclude of 2008, they started seeing more interest from companies and partners looking to seamlessly integrate the results of text analytics back into operational systems, i.e., process customer verbatims and merge the categorized, scored results back into convoke center applications. This current consume cycle – not just for analytics, but for operational integration – provides an challenging chance for text analytics vendors to respect whether to exist a stand-alone application or to be more tightly integrated with partner products and offerings.
  • From a static to a scalable architecture. The sizable legend in 2008 was scale. Data volumes are going up. Usage requirements are going up. There's no intuition to hope scalability requirements won’t continue to grow in 2009 and beyond. The winners will exist those who can contemplate beyond today's data and user volumes and design for an order or two more magnitude in their offerings, predicting this inescapable future.
  • Aaron B. Brown of IBM similarly looks at architectural issues and likewise at traffic concerns. Aaron is Program Director, ECM Discovery, for IBM Information Management Software and has remarkable market and technical insights. I interviewed him final year on “Text Analytics for Legal Compliance.” That exchange is soundless a trustworthy read. Here are his thoughts on challenges for 2009:

  • Defining the traffic case for text analytics. In the current economic situation, organizations are clamping down on current projects and more than ever looking for arduous ROI savings to justify investment. To pass the funding bar, text analytics solutions, which typically plunge in the category of current projects undertaken for traffic optimization, necessity to Come with solid traffic cases that demonstrate hard-dollar operational savings based on proven examples. Given the emerging nature of many text analytics solution areas, this will exist a challenge to growth in 2009.
  • Creating fully interactive exploratory analytics. Most current text analytics approaches rely on extensive design-time configuration and customization. This has limited its applicability to consume cases where categories of extracted entities, etc. are understood up front. An emerging class of investigation-centric applications, such as eDiscovery, requires text analytics that can exist rapidly and seamlessly reconfigured by the traffic analyst as they explore data sets and interactively refine their understanding of what needs to exist extracted. Further, these applications add pressure to democratize text analytics, as the traffic user can no longer wait for a linguistic or data processing expert to reconfigure the analytics each time a current insight is reached. The current challenge for text analytics is to enable extraction and analysis that are near instantaneous and at the selfsame time are reconfigurable at interactive speeds by a traffic user without specialized text or linguistic expertise.
  • Expanding mainstream consume cases for text analytics. To date, text analytics has had tenacious traction in inescapable niche solution markets. However, it has yet to exist widely adopted as a horizontal capability powering broad traffic optimization consume cases in content-centric (e.g., ECM), process-centric (e.g., BPM) or data-centric (e.g., BI) applications. As the market moves toward mainstream usage, text analytics technologies (and their relatives in text classification and search) will necessity to integrate more tightly into information and process management platforms – potentially being subsumed into them as autochthonous capability – and solutions will shift to leveraging analytics in conjunction with broader information management and technologies. 2009 will exist a critical year for text analytics to start making this transition.
  • Other replies likewise looked at traffic conditions and at experiences in the adoption and consume of text technologies. Lexalytics CEO Jeff Catlin foresees:

  • The impoverished economy will shift the sale of text analytics to larger companies. We're already seeing this in their sales, which used to exist about two-thirds petite companies and one-third big companies. Now it's mostly larger companies. The upside of this is that sizable companies are spending on search and text analytics as they search to deliver money and multiply efficiency due to lower staffing levels.
  • Technical push: Their push this year is going to exist on empowering the customers with easy-to-use linguistic tools that will allow users to build and deploy some of their own text analytics bits and pieces using their core frameworks. The first of these for us is a user-driven entity recognizer that will allow users to impress up domain-specific text (let’s declare medical text) with entities (diseases); and then after marking up a hundred or so stories, the system will build a "model" or recognizer for that type of entity so that it can deduce other diseases from how they’re described in the text. We'll exist releasing their first version of this by late February/early March and hope to further enhance the tool over the course of the year to further empower the users. Their initial market research indicates that publishers/media would find such tools very valuable because of the amount of time/money they expend on maintaining lists.
  • I hope the number of vendors to shrink as those with weaker or narrower offerings find it increasingly difficult to sell in this very challenging environment. To create a accelerate of it in 2009, it seems that at a minimum, vendors necessity to provide: entity extraction, concept extraction and possibly sentiment analysis.
  • Craig Norris, CEO at Attensity, similarly famous three varieties of challenge, in his case relating to technology, implementation and seeing chance in adverse traffic conditions:

  • Getting sentiment right: Many of the vendors in the text-analytics space gain pretty trustworthy text classification technology – where the application classifies terms based on dictionary entries or predefined lists. The output looks trustworthy – but because only terms are looked at, there mind to exist a lot of counterfeit positives – negations are missed, relationships (such as why someone is unhappy) are never found. Many customers gain purchased technology that only goes this far. They will exist challenged this year by consumers of the data who find the data is, in fact, wrong. Natural language processing (NLP) technology fancy Attensity's not only finds sentiment; it can find sentiment in context, determining accurately whether it's negative or positive, the degree [or intensity] of it, and the “why” behind it.
  • Getting to Action: Another challenge this year will exist around getting past high-level views of the data (general ratings of sentiment, generic views of issues) to the root antecedent so that users can recall action and companies can congregate existent value. For example, knowing not only that a customer is unhappy with a product, but likewise that they intend to revert it if they don't congregate a convoke back or a fix for their problem is critical to being able to remedy a situation and deliver a customer. Being able to know this is where the existent ROI is for text analytics products. This is only viable with an approach that not only finds sentiment but can likewise understand the relationships between the issues and the reasons for the issues.
  • The economy: Certainly the economy will exist a challenge for any technology solution vendor this year. Their offering has proven to enable two things to help companies in a tense economy: revenue preservation – find out if customers are going leave, understand why and deliver them; and revenue growth – understand if customers are having issues ("cries for help") and delight them by acting on those issues. This generates astonishing word of mouth and ultimately growth.
  • Solutions Focus

    Vendor prognosticators with a solutions focus include Keith Collins, CTO at SAS, and Manya Mayes, SAS Chief Text Mining Strategist, contemplate as challenges for 2009:

  • A broader set of vertical/horizontal offerings including more automated unstructured (text, voice, image) capabilities must exist delivered for customer/product/competitive intelligence. SAS is doing this, for example, with SAS Text Miner integration into SAS Warranty Analysis. Automated capabilities include graphics, sentiment analysis, net promoter scores, and key performance indicators (KPIs) from text analysis results.
  • Solutions providers must recall text analytics and search across the breadth of their offerings: For SAS, text+DI [data integration], text+BI[business intelligence], text+DataFlux, text+JMP, text+SOO [Service Operations Optimization], etc. SAS customers are requesting these capabilities, and they are pile software and planning road maps accordingly.
  • Customers are consolidating software and needing to settle on one vendor that can wield outright approaches to text – text analytics/mining/business analytics/search/categorization.
  • Collaboration and mobile BI are critical needs, and vendors necessity to exist agile and accelerate technology swiftly to meet the needs of consumers.
  • Yves Schabes, President of Teragram, a SAS company, focuses his response on one particular challenge – increasing workers’ efficiency:

    Given the current economic situation, big organizations are forced to withhold up a posthaste pace of traffic with fewer resources, and it is therefore critical that these organizations gain outright of their content organized correctly so that employees can expend more time fulfilling their jobs and less time searching for information on their enterprise's system.

    Neil Hartley, CEO of Leximancer, sees “an industry that has been around for a long time and yet has seen slight in the way of being operationalized within traffic processes.” Neil continues:

    Yes, there are proofs of concept, quicken by experienced vendor staff but these [prototypes], in my experience, rarely congregate adopted by the traffic a) because of the setup and maintenance required, and b) because the source data vocabulary changes making the initial setup redundant. Autonomy is the exception, but their deployments are largely search/retrieval-based and less qualitative.

    What the traffic needs is a lofty degree of automation (without the necessity for inordinate setup and maintenance) together with clarity in the analysis and the faculty to apply control to the process where needed. This is exactly what Leximancer provides.

    The other major trend I contemplate is the necessity to create gregarious media actionable, and this is something we’ve focused on heavily on their blog. I respect customer attitudes on gregarious media or microblogging sites are a leading indicator for the business. The traffic that waits for these trends to exist reflected in their formal feedback programs may find it is too late to recall efficient action.

    Technology and Applications

    I had expected that a higher harmony of 2009 “challenges” responses would center on the technology and its applications. Responses I’ve already quoted paw on those areas with perhaps greater attention to traffic and market concerns. Eric Martin, Product Marketing Manager at SPSS, focused solely on solutions, which to me reflects both Eric’s self-confidence in his company’s market position and his own background: Eric earned a Ph.D. in immunology and cellular biology and, fancy many others, started using text mining on biomedical articles before joining text analytics pioneer LexiQuest, which was later acquired by SPSS. Challenge areas Eric sees for 2009 are:

  • Blog analysis: Already smarting and will probably congregate bigger in 2009. There's a lot of confusion though between blogs and other kindly of user-generated content or Web 2.0 data. That's likewise very solution-oriented and not only requires text analytics but likewise data mining, Web scraping capabilities, etc.
  • Sentiment analysis: Not an option anymore in most projects. piece of Voice of the Customer, blog analysis applications, etc. lofty quality out-of-the-box results are demanded more and more.
  • Automated translation: likewise getting more and more market traction prior to text analysis.
  • Matthew Hurst of Microsoft Live Labs is likewise a techie at heart, and he’s likewise very interested in user-generated and other online content. Matthew says, “As reported elsewhere in research and industry literature, the majority of textual data being published online today is from the many genres of gregarious media. To fully leverage this data, the key challenges are:

  • Comprehensive and complete data acquisition: Due to the gregarious nature of this content, missing documents or authors is fancy missing the replies to answers or key voices in the choir.
  • Tuning or recreating gauge tools to deal with less formal content: Tokenization, sentence segmentation, part-of-speech (POS) tagging, parsing, etc. outright gain different qualities and requirements in the gregarious space.
  • Development and upkeep of broad (product) ontologies: This is a key requirement for grounding any analytics.
  • Lastly, Ren Mohan, Co-Chairman and CTO of IxReveal, replied not only with the three challenges his company hears most often from their clients, but likewise with a yoke of “megatrends” he is beginning to see. Challenges are:

  • Speed to implementation: Clients remain concerned about implementation taking months before realizing any benefit. Immediate payback, more fancy a yoke of weeks, seems to exist the mantra!
  • Systems should dynamically and quickly react to changing current information: Clearly, clients attain not want to accelerate through an extensive process of rebuilding their analysis when requirements for analysis change. outright their customers withhold changing their analysis as current information unfolds.
  • Finding actionable intelligence in data that is not grammatical: Less time in convoke handling, texting, slight patience, quick notes by data sources – this implies an increasing amount of text data has embedded meanings but is less grammatical. So, their clients are asking us to help them analyze such data as well.
  • Ren’s “megatrends” are:

  • The line between structured and unstructured is blurring and a current trend is emerging: Users want a current approach altogether. As opposed to converting unstructured to structured, users would fancy to contemplate it the other way, and they want it quickly and easily. In the ISO [insurance industry] fraud/claims management conference, the keynote presenter asked how many wished their systems could respond with Google-like access and ease; 100% of the audience raised their hands. When he asked how many of their systems behave fancy that today, no hands went up! They are outright using SQL. So, they contemplate a current trend in analysis going from structured (SQL fancy complexity) to unstructured (search fancy simplicity)!
  • Thus far, text analytics has been available only for mega corporations! Now, the trend is catching on in the consumer/desktop user world as well. Products like uReka! from IxReveal and SearchWiki from Google are examples. They give users a way to store and reuse search queries and links, and personalize them. This is the beginning of analysis as users gain to now respect (analyze) about content databases, links, gregarious networks, etc.
  • Ren’s conclusion: “These are truly exciting times!” Indeed.

    A Live Challenge?

    Here are thoughts on one more potential challenge for 2009, a live challenge, of a different variety.

    As an aside while forwarding his recall on 2009 text-analytics challenges, Lexalytics’ Jeff Catlin suggested a bake-off to exist held at the 2009 Text Analytics Summit, which is slated for June 1-2 (preceded by tutorials) in Boston. Jeff says in his blog, “Our market is soundless dominated by too much flashy marketing and not enough down in the dirt numbers for ‘apples to apples’ comparisons.” Jeff is right, although I’ll add that I believe that most of the flashy marketing actually fronts very capable products. Perhaps they can congregate something going for this year – a commercially oriented version of the TREC (Text REtrieval Conference) challenge. abide tuned, and attain respect attending this year’s summit.

    And if you’re a current or prospective text analytics user and would fancy to command me about challenges you mug or hope to face, gladden attain congregate in paw by email at grimes@altaplana.com or by phone at (301) 270-0795).

    SOURCE: Perspectives on Text Analytics in 2009

  • Seth GrimesSeth Grimes

    Seth is a traffic intelligence and conclusion systems expert. He is founding chair of the Text Analytics pinnacle and principal consultant at Washington, D.C., based Alta Plana Corporation. Seth consults, writes, and speaks on information-systems strategy, data management and analysis systems, IT industry trends, and emerging analytical technologies. Seth chairs the Sentiment Analysis Symposium and the Text Analytics Summit.

    Editor’s Note: More articles and resources are available in Seth's BeyeNETWORK Expert Channel. exist sure to visit today!

  • Recent articles by Seth Grimes


    Are You Using the birthright Tools for Your sizable Data Projects? | killexams.com existent questions and Pass4sure dumps

    Data scientists rely on tools/products/solutions to help them congregate insights from data. Gregory Piatetsky of KDNuggets conducts an annual survey of data data professionals to better understand the different types of tools they use. Here are the results of the 2015 survey. He followed his initial posting with additional analyses to better understand which tools accelerate together. In the latter posting, he looked at pairs of tools and create that some tools mind to accelerate together (usage of tools are correlated with each other). He offered the anonymized raw data set for free to cheer other people to analyze the data, which I did.

    Dimension Reduction through Principal Components Analysis

    His approach looked at pairs of tools to understand their relationship with the other. I took a slightly different approach. I applied principal components analysis. The current approach groups the tools by looking at the relationship among outright tools simultaneously. In general, principal components analysis examines the statistical relationships (e.g., covariances) among a big set of variables and tries to account for these correlations using a smaller number of variables (components).

    The results of the principal components analysis are presented in tabular format called the principal component matrix. The factor matrix is an NxM table (N = number of original variables and M = number of underlying components). The elements of a principal component matrix picture the relationship between each of the variables and the components. These elements picture the power of relationship between the variables and each of the underlying components. The results of the principal components analysis command us two things:

  • number of underlying components that report the initial set of variables
  • which variables are best represented by each component
  • Results

    This consume of principal components analysis is exploratory in nature. That is, I didn’t impose a pre-defined structure on the data itself. The pattern of relationships among the 95 tools drove the pattern of results. While human judgment comes into play in the determination of the number of components that best report the data, the selection of the number of components is based on the results. The goal of the current analysis was to account for the relationship among the 95 tools with as few components as was necessary. Toward that end, there are a yoke of rules of thumb that I used to determine the number of components using the eigenvalues (output of principal components analysis). The first rule of thumb is to set the number of components based on the number of eigenvalues greater than union (1.0). Another way is to plot (called a scree plot) the 95 eigenvalues to identify a pellucid breaking point along the eigenvalues.

    The plot of the eigenvalues appeared to smash around the 13th and 14th eigenvalue. Therefore, I chose a 13-factor solution to account for the relationships among the 95 data science tools.

    Table 1. Principal Component Matrix of 95 Data Science Tools - data from KDNuggets 2015 annual survey of data professionals. Click image to enlarge.Table 1. Principal Component Matrix of 95 Data Science Tools – data from KDNuggets 2015 annual survey of data professionals. Click image to enlarge.

    Based on a 13-factor solution, the principal component matrix (see Table 1) was kindly of smooth to interpret. Some of the cell values in the matrix in Table 1 are bold to picture values greater than .33. The components’ headings are based on the tools that loaded highest on that component. For example, four IBM products loaded highly on component 6, showing that usage of these tools by a given respondent mind to accelerate together (if you consume one of IBM’s tools, you mind to consume the other(s)); as a result, I labeled that component as IBM. Similarly, based on the tools that were highly related to the other 12 factors, the other 12 factors were labeled accordingly.

    Tool Groupings

    The results imply that 13 tool grouping report the data. I’ve listed the groupings below and include the tools that report each grouping (if number of votes are greater than 20). Tools that plunge within a specific group mind to exist used together.

  • Hadoop, HBase, Hive, Mahout, MLlib, Other Hadoop/HDFS-based tools, Pig, Scala, Spark, SQL on Hadoop tools
  • Microsoft Azure ML, Microsoft Power BI, Microsoft SQL Server, Revolution Analytics
  • Dataiku, H2O (0xdata), Python, scikit-learn, Theano, Vowpal Wabbit
  • JMP, SAS Base, SAS Enterprise Miner
  • Gnu Octave, MATLAB, Orange, R, RapidMiner, Rattle, Weka
  • IBM Cognos, IBM SPSS Modeler, IBM SPSS Statistics, IBM Watson Analytics
  • Actian, C/C++, Perl, SQLang, Unix shell/awk/gawk
  • Caffe, Pylearn2
  • Pentaho and QlikView
  • Datameer and Zementis
  • XLSTAT for Excel
  • Other abysmal Learning tools, Other free analytics/data mining tools, Other Hadoop/HDF-based tools, Other paid analytics/data mining/data science software, Other programming languages
  • C4.5/C5.0/See5, Miner3D, Oracle Data Miner
  • The consume of specific sizable Data, data mining and data science tools mind to occur together. Based on the current analysis of tool usage, the 90+ tools can exist grouped into a smaller subsets of tools. The results of the current analysis are kindly of consistent with the prior results. For example, Piatetsky create that Pig usage was closely associate with Hadoop, Spark, scikit-learn, Unix shell/awk/gawk and Python. In the current analysis, they create that Pig was likewise associated with Hadoop and Spark. However, they create that the consume of Pig was associated with HBase, Hive, Mahout, MLlib, Scala and SQL on Hadoop. It’s essential to note that the former analysis used the top 20 tools while the latter analysis used outright 90+ tools; this difference could account for the differences between the two analyses.

    To improve your chances of success in your sizable Data projects, it’s essential that you select the birthright data tools. No separate tool will attain it all, and data professionals mind to consume more than one data-related tool (in this study, they create that, on average, data professionals consume 5 data tools). One way to help in your selection process is to identify the tools sets that other data professionals are using. The results imply that you respect looking at tools within components as potential candidates for tools you might consider.

    Some of the tool groupings are simply based on the parent company of the tools, including IBM, Microsoft and SAS. Perhaps cross-selling data science tools is a lot easier within a major brand than it is across different brands. This makes sense to the extent that a company’s products likely work together better than with other vendors’ products. Still, more research is definitely needed to understand why inescapable tools mind to exist used together.

    I’m interested in seeing what others find with these data. Here is the link to the anonymized data set (CSV format).



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