C2020-013 exam Dumps Source : IBM SPSS Modeler Data Mining for industry Partners v2
Test Code : C2020-013
Test name : IBM SPSS Modeler Data Mining for industry Partners v2
Vendor name : IBM
: 25 existent Questions
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See the entire checklist of laptop getting to know optionsbottom line
Watson is an umbrella for everyone IBM abysmal studying and synthetic intelligence, in addition to computer getting to know. The company changed into a pioneer in introducing AI technologies to the industry world. What this capacity for buyers: Watson Studio is a accurate contender for any organization looking to set up laptop getting to know and abysmal learning technologies.
The platform provides extensive materiel and technologies for information scientists, builders and realm matter experts that want to explore records, build fashions, and instruct and installation machine researching fashions at scale. The solution includes tools to partake visualizations and effects with others. Watson Studio supports cloud, computer and native deployment frameworks.
The latter resides behind a company’s firewall or as a SaaS solution running in an IBM private cloud. IBM Watson Studio is ranked as a “chief” within the Forrester Wave. It become a customers’ alternative 2018 recipient at Gartner Peer Insights.Product Description
Watson Studio depends on a set of IBM materiel and technologies to construct efficacious laptop getting to know functions and features. This contains IBM Cloud pretrained laptop getting to know fashions akin to visual focus, Watson natural Language Classifier, and others. The ambiance makes expend of Jupyter Notebooks together with other open supply tools and scripting languages to enrich built-in collaborative mission 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 result is an atmosphere that allows quick and stalwart computer studying construction and satisfactory tuning of fashions. data scientists and others can select between a variety of capacities of Anaconda, Spark and GPU environments.
Watson Studio supports stronger visual modeling via a drag-and-drop interface offered via IBM’s SPSS Modeler. moreover, it contains automated abysmal getting to know the usage of a drag-and-drop, no-code interface in Neural community Modeler.Overview and contours consumer Base
records scientists, developers and discipline matter specialists.Interface
Graphical drag-and-drop and command line.Scripting Languages/codecs Supported
supports Anaconda and Apache Spark. The latter presents Scala, Python and R interfaces.formats Supported
Most fundamental information and file codecs are supported via open supply Jupyter Notebooks.Integration
IBM Watson Studio connects several IBM items, together with SPSS Modeler and statistics Science adventure (DSX) together with open source equipment, in an effort to bring a sturdy Predictive Analytics and computing device learning (PAML) solution.
The ambiance incorporates open records sets through Jupyter Notebooks, Apache Spark and the Python Pixiedust library. The cloud version facets interactivity with laptop servers and R Studio, along with Python, R., and Scala coder for records scientists.Reporting and Visualization
Visualization through SPSS Modeler. efficacious logging and reporting features are constructed into the product.Pricing
IBM has adopted a pay-as-you-go mannequin. Watson Studio Cloud – common charges $99 per thirty days with 50 aptitude unit hours per 30 days blanketed. Watson Studio Cloud - enterprise runs $6,000 per thirty days with 5,000 means unit hours. Watson Studio computer costs $199 per month with unlimited modeling. Watson Studio local – for enterprise records science groups N/A.IBM Watson Studio Overview and lines at a look:
supplier and lines
IBM Watson Studio
extensive statistics science focus with cloud and computing device ML platforms.
Key aspects and capabilities
robust visual focus and herbal classification tools. bendy strategy that accommodates open source equipment. Connects to IBM SPSS Modeler.
highly rated for points and capabilities. Some complaints revolving round the expend of notebooks.
Pricing and licensing
Tiered model from $ninety nine monthly per user to $6,000 per month per person or greater at industry stage.
IBM tops the list of companies within the predictive analytics application space in response to a quadrant lately released via 360Quadrants, followed closely by means of Oracle and SAP SE. IBM’s SPSS Modeler was rated the most excellent in product fine, reliability, and breadth and depth of providing. IBM SPSS Modeler additionally captured the precise spot in criteria relish geographic footprint and viability of company.
360Quadrants defines predictive analytics as a statistical and information mining solution consisting of numerous algorithms and methodologies used for structured as well as unstructured facts to extract company insights.
360Quadrants covers 50+ items within the predictive analytics belt and areas the correct 31 of them in a quadrant depending on their exceptional, reliability, and enterprise outcomes. These 31 items are labeled into Visionary Leaders, Dynamic Differentiators, rising agencies, and Innovators.
360Quadrants recognizes IBM Corp, SAS Institute, Inc., SAP SE, reasonable Issac organization (FICO), Tableau software, Inc., RapidMiner, Inc., Oracle Corp, and Angoss software Corp as Visionary Leaders; TIBCO software, Inc., Microstrategy, Inc., Alteryx, Inc., recommendation Builder, Dataiku, KNIME.COM AG, and NTT information organisation, as Innovators; GoodData corporation, Microsoft supplier, Teradata industry enterprise, Sisense, Inc., Predixion utility, and Domino statistics Lab, Inc. as Dynamic Differentiators; and Exago, integrated, AgilOne, QlikTech overseas, and Kognitio Ltd. as emerging avid gamers.
IBM's SPSS predictive analytics materiel include IBM SPSS Modeler and IBM SPSS information. SPSS Modeler gives records mining and text analysis utility, while SPSS information is an integrated household of items. each materiel permit clients to build predictive models and execute different analytics projects.
The IBM SPSS Modeler goals clients who've minute or no programming advantage. clients are supplied with a drag-and-drop person interface, enabling them to build predictive fashions and operate different records analytics. Modeler can supervene distinctive tactics and algorithms to advocate the person find suggestions hidden in the statistics. The device can additionally aid in integrating and consolidating every kindhearted of records units from dispersed facts sources across the company.
The IBM SPSS statistics suite is an built-in set of items geared towards greater knowledgeable facts analysts. SPSS information addresses the finished analytical technique, from planning to information assortment, evaluation, reporting and deployment.IBM SPSS Modeler points
version 18 offers here points:
SPSS Modeler bundles are deployed on premises, and SPSS Modeler Gold is obtainable as a cloud offering. The customer front close of SPSS Modeler runs under windows and macOS, whereas the server factor runs on Unix, Linux and home windows.
IBM SPSS Modeler offers here variations:
SPSS records edition 24 contains privilege here novel elements:
IBM SPSS data presents here three variations (each with extra modules):
Pricing for the SPSS Modeler and SPSS statistics predictive analytics tools scope depending on the bundle options, the number of clients and the license duration. SPSS data is now available as a subscription option or a perpetual license. IBM presents free trials of both IBM SPSS Modeler and IBM SPSS facts.subsequent Steps
Why the time epoch unstructured information is a misnomer
How gigantic statistics is changing facts modeling techniques
large facts techniques pose novel challenges to facts governanceconnected components View extra
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Download the authoritative guide: Cloud Computing 2019: Using the Cloud for Competitive Advantage
In today's hyper-fast cloud computing era, machine learning solutions drive exponential progress in improving systems. Machine learning's aptitude to leverage gigantic Data analytics and identify patterns offers faultfinding competitive odds to today's businesses.
Often used in combination with simulated intelligence and abysmal learning, machine learning uses sophisticated statistical modeling. These knotty systems may reside in private cloud or public cloud. In any case, the passage of time boosts machine learning: as more data is added to a assignment and analyzed over time, ML produces more accurate the results.
The global machine learning market totaled $1.4 billion in 2017, according to BCC Research. It is estimated to top $8.8 billion by 2022, a jaw-dropping compound annual growth rate (CAGR) of 43.6 percent.
When considering which machine learning vendor to select, weigh these factors:
The machine learning landscape is changing rapidly. Machine learning start-ups are constantly jumping into the space. Established vendors are introducing a variety of offerings that expend machine learning in one figure or another. Sorting through the choices and options can prove confusing. We’ve identified eight top vendors in the machine learning space, based on the features they offer, analyst reviews, customer testimonials and independent research.
Alteryx offers a unified platform that addresses data, analytics and machine learning. The vendor strives to minimize the requisite for data scientists by creating novel and improved partnerships among IT, analytics experts and lines of industry through a collaborative approach.
The product is available in both a code-free and code-friendly format. It uses a drag-and-drop workflow interface and ties into third party demographic, firmographic and spatial data. The company is rated as a “Leader” on the Gartner Magic Quadrant (MQ). Alteryx is affecting toward powerful automation and rule-based recommendations, Gartner noted.
Alteryx offers integration with numerous major partners, including Tableau, AWS, Teradata, Microsoft, DataRobot, Salesforce, Oracle, Cloudera and Qlik. Machine learning functions feature parallel model analysis with predictive analytics, along with the aptitude to automate workflows and various processes.
Read their in-depth review of AlteryxSee user reviews of AlteryxAWS SageMaker
The fully managed machine learning service allows data scientists and developers to build and train machine learning models and insert them into applications. This makes it possible to race parallel models, conduct resilient distributed training, and tackle A-B testing along with other tasks.
SageMaker is a fully managed AWS service that includes an integrated Jupyter authoring notebook instance. This aids in exploration and analysis by offering abysmal visibility into data sources. SageMaker offers a set of algorithms optimized for the environment and it supports proprietary algorithms and custom training scripts.
Sagemaker likewise features integration with Docker containers and Apache Spark. Together with AWS, it’s possible to expend the integrated SageMaker console to launch and scale projects quickly. The platform supports HIPAA and other compliance standards.
Read their in-depth review of SageMakerSee user reviews of SageMakerGoogle Machine Learning Engine
Google Cloud Machine Learning (ML) Engine is a fully managed platform designed for developers and data scientists. The product allows users to construct lofty quality models using multiple machine learning frameworks, including scikit-learn, XGBoost, Keras, and TensorFlow.
The latter is a sophisticated abysmal learning framework that powers many Google products, from Google Photos to Google Cloud Speech. It allows users to deploy machine learning into production without the requisite for Docker containers. The highly scalable environment—which accommodates training on managed clusters, delivers a framework for automatically designing and evaluating model architectures. It is designed to accommodate existing workflows, and it scales to manipulate batch prediction and online prediction requirements.
Other key features include: automatic resource provisioning, the expend of portable models, server-side processing and integrated cloud data storage.
Read their in-depth review of Google Machine Learning EngineSee user reviews of Google Machine Learning EngineIBM Watson Studio
IBM was a pioneer in the simulated intelligence (AI) and machine learning spaces. Today, Forrester ranks the company as a “Leader” among multimodal predictive analytics and machine learning solutions providers.
IBM Watson Studio is designed to accommodate a variety of independent platforms and various types of power users. This includes data engineers, app developers and data scientists. The result is stalwart collaboration capabilities. Among its top features: a robust architecture, stalwart algorithms and a powerful aptitude to execute machine learning.
The Watson Studio is allotment of an extensive collection of technologies and solutions that are available under the IBM Watson umbrella. It is designed to accommodate IBM’s SPSS modeling workflows but likewise plug in open source machine learning libraries and notebook-based interfaces. The solution is available in the cloud on or on the desktop. It incorporates visual drag-and-drop tools.
Read their in-depth review of IBM Watson StudioSee user reviews of IBM Watson StudioMicrosoft Azure Machine Learning Studio
Azure Machine Learning Studio has emerged as a leading solution in the managed cloud space. It delivers a visual appliance that aids developers, data scientists and non-data scientists in designing machine learning pipelines and solutions that address a wide variety of tasks. The platform offers a browser-based, visual drag-and-drop authoring environment that requires no coding. Gartner ranks Microsoft a “Visionary” in its MQ. The solution offers a lofty level of flexibly, extensibility and openness.
Azure ML Studio likewise delivers comprehensive capabilities across the complete scope of descriptive, diagnostic, predictive and prescriptive analytic types. Microsoft is continuing to expand the features and capabilities within Azure Machine Learning. This includes promoting abysmal learning through the Microsoft Cognitive Toolkit (formerly CNTK) as well as the joint ONNX open measure for neural networks. Microsoft likewise plans to automate a growing number of functions within the Azure Machine Learning platform.
Read their in-depth review of Microsoft Azure Machine Learning StudioSee user reviews of Microsoft Azure Machine Learning StudioRapidMiner
RapidMiner offers data prep, machine learning and model deployment tools that deliver abysmal insight into data. It delivers a platform that is designed to tackle a variety of gigantic data and analytics requirements.
In the machine learning space, the company has established itself as a heavyweight. It delivers a simple-to-use visual environment that incorporates automated model creation along with suggestions, guides and information about what approach might travail best for a given situation. RapidMiner’s features and lofty level of flexibility occupy established it as a common option among machine learning solutions.
Data scientists and non-data scientists alike can easily inspect and customize projects and build on results. RapidMiner is ranked as a “Leader” in both the Gartner MQ and the Forrester Wave. It is among the highest rated data and machine learning solutions at Gartner Peer Insights.
Read their in-depth review of RapidMinerSee user reviews of RapidMinerSAP Leonardo
Leonardo serves as an umbrella for a variety of SAP data products and services. It incorporates AI and machine learning through a cloud platform. This includes a machine learning foundation that allows developers, data scientists and others to create, race and deploy algorithms and machine learning apps.
The technology extracts data from text, images, natural language and other media to generate computer-based predictions. The highly scalable platform includes predefined and pretrained machine learning services, but it likewise incorporates TensorFlow models. This allows users to adopt a resilient framework to training and tuning machine learning. Forrester ranks SAP as a “strong performer” in the overall predictive analytics and machine learning category and cites the breadth and depth of service as a stalwart point.
However, Gartner rates the company a “Niche Player” in its MQ. It preeminent that SAP has made considerable strides in the data and machine learning spaces but soundless lags behind others in terms of features and capabilities.
Read their in-depth review of SAP LeonardoSee user reviews of SAP LeonardoSAS Visual Data Mining and Machine Learning
A pioneer in the data mining and analytics spaces, SAS has established itself as a top option among machine learning vendors. It offers Visual Data Mining and Machine Learning (VDMML), which ranked at the standout “Leader” in the Forrester Wave and as a top “Leader” in the Gartner MQ, though the research firm notes that the overall platform has lost some ground in terms of vision and aptitude to execute.
VDMML connects to numerous other products and data sources. Forrester preeminent that SAS has emerged as the first truly multimodal PAML solution. It uses a wizard to automatically train a model, metamorphose it to code and plug in integrated features for automated machine learning. The unified environment likewise includes robust visual tools for creating models as well as abysmal neural networks.
In addition, data scientists can embed snippets of code directly into SAS programs to further enhance capabilities, including machine learning and abysmal learning output.
Read their in-depth review of SAS Visual Data Mining and Machine LearningSee user reviews of SAS Visual Data Mining and Machine LearningData Science and Machine Learning Vendors at a Glance:
Vendor and features
Google Machine Learning Engine
IBM Watson Studio
Microsoft Azure Machine Learning
SAS Visual Data Mining and Machine Learning
Analytics and ML platform that allows users to build models in a lone workflow
Hosted platform that supports supervised and unsupervised ML and abysmal learning.
Hosted platform that runs ML training jobs and predictions at scale.
Broad data science focus with cloud and desktop ML platforms.
Automated ML platform running on hosted Azure Cloud.
Highly automated ML platform suited for firms aiming to expend machine learning broadly.
Broad and abysmal data science and ML platforms.
Multimodal PAML solution with powerful wizards to advocate data mining and ML. stalwart automation.
Key Features and capabilities
Offers more than 250 code free pre-built tools and supports open source tools and scripting.
Zero-setup integrated Jupyter authoring notebook instance. Access to moneyed array of open source frameworks and tools.
Automatic resource provisioning and monitoring for CPUs, GPUs and TPUs. stalwart open source advocate for tools and scripting languages.
Strong visual recognition and natural classification tools. resilient approach that incorporates open source tools. Connects to IBM SPSS Modeler.
Strong descriptive, diagnostic, predictive and prescriptive analytics tools and capabilities. stalwart advocate for open source ML tools and scripting.
Offers more than 1,500 machine learning and data prep functions, and it supports more than 40 files types. Connects to Amazon S3 and Dropbox.
Fully supports a BYOM approach. stalwart open source integration. Runs in SAP’s HANA public cloud.
Includes best exercise templates and in-memory processing that supports supervised and unsupervised learning.
High ratings for simplicity and usability. Complaints about the want of robust reporting and visualization features.
High marks for the interface, configurability and usability. However, some assure that the familiarity with AWS is crucial.
High ratings for functionality and integration.
Highly rated for features and capabilities. Some complaints revolving around using notebooks.
High ratings at Gartner Peer Review. Some complaints about support.
Among the highest rated data science and ML solutions. Users report it as powerful and “revolutionary” though there are complaints about the want of GPU support.
Customers give SAP lofty marks for usability and performance. Some complain about the want of visualization tools for external data.
High ratings. Users relish the powerful features and capabilities built into the platform, though some remark that there is a substantial learning curve associated with the product.
Pricing and licensing
Tiered system based on products used. Ranges from $5,195 to $33,800 per seat annually.
Complex tiered pricing model based on ML notebook instances and cloud resources consumed.
Based on resources and training hours used. Ranges from 1 cent per hour to $31 per hour for various services.
Tiered model from $99 per month per user to $6,000 per month per user or more at enterprise level.
Tiered pricing based on users and usage. Ranges from near zero to tens of thousands per user annually.
Tiered pricing ranging from $2,500 per user per year to upwards of $10,000 per user per year.
Tiered model based on node hours consumed in the cloud. Billing blocks are charge in increments of €7.25.
In an era when data is seen as an increasingly valuable commodity, the tools and techniques used to anatomize that data gain extra importance.
Historically analysis, even using computers, has been something of a labor intensive assignment because the raw data needed to subsist verified and knotty models built to process it. But due to the growth of machine learning and data mining techniques we’re now seeing an augment in predictive analysis where machines can hoist historical and current information and apply it to a model to predict future trends.
Whilst in industry terms predictive analytics is primarily about looking to the future -- spotting sales trends for sample -- it has other uses too. It can subsist used to spot trends that might bespeak fraudulent credit card expend for example. As with any other nature of data processing the quality of the results depend heavily on the integrity of the data and the quality of the underlying model.
Predictive analysis relies on the expend of models to "score" data. These models arrive in three main types. The most common is the predictive model which uses sample data with known attributes to train the model so that it can then hunt at novel data and determine how it’s likely to behave. This information can subsist used to predict customer deportment or spot patterns of activity.
Descriptive models are used to classify data into groups. Where predictive models focus on the deportment of an individual customer, to determine credit ratings for example, descriptive models sort customers by characteristics relish their age or their past buying behavior. This information can then subsist used in marketing campaigns aimed at specific groupings.
Decision models hoist a wider view, taking account of the known data as well as results from predictive models. This allows them to forecast the results of decisions that involve a large number of different variables.
Within these models various statistical techniques are at the heart of processing the data. The regression model is the most common, used to define the relationship between variables. In addition time sequence modeling is used to forecast the pass variables will behave in future.
Predictive analysis is closely tied to other technologies, in particular machine learning. Data mining too is an valuable allotment of unlocking the value contained in industry systems. As more powerful systems become readily available technologies relish neural networks will subsist applied to build more knotty analysis models.
Commercial analytics tools are available from many of the gigantic IT suppliers. These include SAP HANA, Oracle Advanced Analytics and IBM SPSS Modeler. Open source tools are likewise on tender from developers including GNU and Apache.
Predictive analytics has been used in many areas of industry in recent years. It’s frequently institute in customer relationship management (CRM) systems where it can animate in structure sales campaigns, or providing customer services. Analytics can spot buying patterns and identify problems that could lead to lost business.
The internet has made it much easier for customers to compare services and products from different suppliers, so increasingly companies are looking at how they can retain existing business. Predictive systems can animate here too, by looking at buying records and service expend patterns it’s possible to spot when someone is perhaps thinking about switching suppliers. They can then subsist targeted with marketing initiatives to convince them to stay.
In some businesses predictive analysis is aimed more at preventing problems than at gaining novel business. A 2014 survey by SAP revealed that just over 40 percent of monetary services businesses used predictive analytics to minimize risk. We’ve already touched on the expend of predictive systems to spot fraudulent activity, the US Internal Revenue Service is known to expend predictive analysis on tax returns to spot suspicious activity, but they occupy other uses in this sector too. Predictive systems can identify those customers who are likely to discharge late payments for sample and animate focus collection efforts. For insurance providers the technology can subsist used in the identification of risk and thus animate to reckon premiums more accurately.
The medical sector is likewise starting to expend predictive analysis techniques. On a macro scale they can subsist used to predict what balance of the population is likely to develop inescapable conditions such as heart disease or diabetes. But they can likewise advocate clinical decision making, using patient data to diagram long-term treatment.
Another realm where predictive analytics has the scope to discharge a gigantic inequity is project management. Here it can subsist used to predict the risks of project failures, overspends and so on, data which can subsist used by managers to withhold things on track.
Security too is an belt where this nature of analysis is going to gain in importance. The latest behavioral systems are able to anatomize the pass a person uses a computer or phone and accurately predict when an account note on is being used by someone else. This has implications not just for securing systems but for policing things relish pay walled websites.
There is some skepticism surrounding the value of predictive analytics, much of this surrounds the import of using data in context. Lots of factors influence individual deportment and many of these -- such as weather conditions or someone having had an controversy with their colleague -- are impossible to factor into even the most sophisticated model.
But despite these doubts industry leader are keen to hoist odds of the opportunities predictive technology can offer. "The impact of integrating real-time analytics with industry operations is immediately simple to industry people because it changes the pass they enact their jobs, says Jim Sinur, research vice president at Gartner. "The most histrionic change is the increased visibility in how the company is running and what is happening in its external environment. Individual contributors and managers occupy more situational awareness, so they are able to discharge better decisions faster".
Our everyday world is more and more driven by data and although there may subsist limitations in what predictive systems can achieve, that data can soundless tender valuable insights. Businesses requisite to remain competitive and by helping them to identify opportunities, help customer service and minimize risks predictive analytics is almost inescapable to play a key role.
Published under license from ITProPortal.com, a Future plc Publication. everyone rights reserved.
Photo Credit: one photo/Shutterstock
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