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COG-605 IBM Cognos 10 Controller Developer

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Test Code : COG-605
Test name : IBM Cognos 10 Controller Developer
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IBM IBM Cognos 10 Controller

IBM launches Cognos 10 | true Questions and Pass4sure dumps

IBM has introduced the launch of the latest version of its company intelligence application, IBM Cognos 10.

The newest replace, which IBM says is the most colossal due to the fact that it bought Cognos, goals to occupy analytics to cellular gadgets and to introduce a convivial networking approach to analytics, in order to inspirit better collaboration.

Cognos 10 has a brand novel appear and consider, which IBM says mirrors individuals's daily expend of technology, and also comprehend actual time analytics, and the capacity to deliver analytics to cellular instruments akin to iPhone and BlackBerry handsets.

The utility additionally extends the reporting of records, to existing analytics in a simpler to maintain in intellect format, and to fabricate analytics purchasable to the broader organisation, increasing the variety of stakeholders that may expend commerce intelligence in the resolution making technique.

"The Cognos 10 software gives you a completely novel consumer event, which enables clients to achieve collective intelligence by course of connecting with others, sharing insights and setting up determination networks, therefore redefining the traditional strategies of interplay companies expend with assistance and the manner clients collaborate with their peers," stated Bashar Kilani, Bashar Kilani, enterprise Unit government, IBM application neighborhood, IBM core East.

Cognos 10 and how it Represents the IBM Cloud system | true Questions and Pass4sure dumps

IBM’s cloud computing system is obvious to a degree with Cognos 10, the newest liberate of the company intelligence platform.

As a portion of Cognos 10, IBM is delivering a cloud-based mostly provider they name Cognos 10 within the Cloud.

It’s a hosted service for businesses that necessity to switch its license to the cloud or entirely host online.

The system gives some insight into the IBM software neighborhood’s approach to cloud computing.

We perceive three distinctions to the Cognos strategy and how it displays on IBM’s method.

Hosted, no longer SaaS

The carrier has the identical elements that incorporates Cognos 10, arguably the spotlight of IBM’s suggestions on require conference. It features predictive analytics and convivial collaboration capabilities via its integration with Lotus Connections.

Cognos 10 within the Cloud isn't within the vein of a traditonal SaaS service. You pay a license saturate for internet hosting your license. purchasers might also switch the license from on-premise to the IBM Cloud. consumers can also also opt to buy a hosted license with out investing in the on-premise service.

Streaming records from the Cloud

Cognos 10 is a cumbersome duty analytics engine. SPSS is baked in. It pulls in statistics from the cloud, including unstructured data. clients can expend third-birthday party data to gain a fragile evaluation, perceive a real-time spin or conclude “what if,” evaluation.

less About Cloud, more About birth

It’s questionable if there is require for a pure cloud computing provider. companies stand deep investments in data facilities however they are seeking the course to extend to a cloud atmosphere. That’s a vogue they perceive plenty from SAP, VMware, Microsoft and a number of others.

IBM says it’s system with Cognos 10 is much less about the cloud than start. customers want a spot to position their software license. That’s the birth IBM is making with Cognos 10 in the Cloud.

we've questions in regards to the IBM strategy. it’s just a miniature a portion of IBM’s cloud providing nonetheless it’s illustrative of a bigger approach to fabricate expend of the cloud as an alternative start mannequin for typical software offerings.

IBM Cognos main the style for large records analytics | true Questions and Pass4sure dumps


IBM has dissimilar application commerce intelligence items together with Cognos Analytics (previously Cognos commerce Intelligence), Cognos TM1, Cognos specific, and Cognos Disclosure administration. IBM Cognos commerce Intelligence front-end can connect with SAP for HANA integration from IBM Cognos onwards through JDBC records source connectivity (IBM, n.d.). based in 1966, Jabil Circuit, Inc is likely one of the greatest electronic components manufacturing capabilities companies masking a large-range of enterprise areas equivalent to deliver chain administration, electronic circuits, design engineering, logistics, telecommunications, and semiconductor add-ons for computing. GE is among the largest clients for Jabil Circuit (Universe, n.d.).

heritage of the problem

firms want closing mile facts analytics on their economic operations. After performing procurement of substances, creation of accomplished items, inventory management, supply chain administration, creating income orders, deliveries, transportation administration, superior shipping notifications, delivery, dealing with devices administration, invoice creation, ultimately the company has to office the fiscal shut taking the refined information from the disparate records sources of the aforementioned enterprise processes. In an commerce aid Planning device, complete the above company processes are unified in a separate database with a structured layout. youngsters, organizations conducting the company transactions in assorted database techniques and spreadsheets will necessity to expend a few hours to assemble the records to consolidate the customary ledger postings, money circulation, and funds stream (Srilu, 2013).

The records that comes into excel spreadsheets may additionally now not stand validation system to examine the enter of the values apart from checking numeric, alphanumeric mixtures. There isn't any ordinary pre-defined configuration installation in excel Spreadsheet migrated from another device. this may create problems for a corporation to consolidate and migrate the records from excel spreadsheets into monetary statements for every month conclusion. excel spreadsheets can drastically leisurely down the enterprise expand and the revenues of the commercial enterprise. If the commerce can't visualize the profits and regional breakdown of the key efficiency warning signs, they are not able to prognosticate the expand scheme for the subsequent quarter or subsequent month. this can influence supply chain operations, superior planning optimization, and corporation network collaboration, organisation community planning. in the conclusion, the organization will undergo losses. Jabil changed into stricken by these fundamental problems to shut the finance of the corporations on time (Thomson, 2012).

Key solutions

Jabil implemented IBM company Analytics, IBM Cognos enterprise Intelligence, IBM Cognos company standpoint, IBM Cognos Controller, and IBM Cognos TM1 to beat the financial proximate conundrums. IBM enterprise Analytics consists of a bevy of analytics solutions for organizations.

clever and Intuitive Analytics

Jabil implemented IBM Cognos Analytics, the preempt arm of IBM commerce Analytics company Intelligence Analytics. The reply from Cognos Analytics presents the financial enterprise teams to create the analytics stories on their own. they can access the statistics points from BI Analytics through diverse sources, and with standard drag and drop innovations they can construct the self-serviceable reports. enterprise teams can access IBM Cognos even when they are cellular or operating browser-primarily based materiel on the web. Streamlined workflow gives quite a few notifications for the service provider groups to motion their specific initiatives (IBM, n.d.).

commercial enterprise Key performance warning signs

IBM commercial enterprise efficiency management offers the insights to measure the efficiency of the commercial enterprise in entirety by means of bridging the gaps discovered between the supply chain administration operations and the economic closing of the company books. It provides alternate options to build superior planning for the corporation to incorporate ideas to task the trends of the facts into the longer term by course of gazing the ancient patterns of the information in every enterprise group. This gives forecasting for supply chain operations to manufacture the products into the market for numerous segments and valued clientele. corporations that may celebrate the premonitory watch signals notifications and traits can set the tempo for enterprise boom for each quarter to note the records insights into revenues. EPM also can pomp screen the project plans developed with selected economic budgets for a bevy of a portfolio of mission options spanning a number of items to set up a knowledge-pushed company. The scorecards of EPM additionally indicates the areas the station the felony and regulatory necessities for the agencies in making ready the fiscal statements (IBM, n.d.).

Definitive Analytics

IBM Prescriptive Analytics performs prognosis on the agency ordinary efficiency with strategic management strategies. The diagnosis ends up in offering counseled alternate options to explain, occupy a glimpse at, report, and act. commerce workflow optimization drives automation of some choices. C-stage executives can manage the business-oriented decisions. These choices can probably Come up on reviewing the brand loyalty of the consumers regarding specific items for either launching a novel product or expand an present product in the organization. The prescriptive evaluation can also tap into the localization of the events equipped by the company catering a bevy of local markets (IBM, n.d.).

Presaging Analytics

IBM commerce Intelligence offers predictive analytics for performing ultimate mile data mining analytics through wrangling the records with exploratory options to occupy note the commerce perspectives from a variety of key performance indicators of commerce methods spawning from buying the uncooked substances via fiscal shut. organisations want insights to devise as a minimum 18 months forward of their superior planning optimization for supply chain administration processes. This may also breathe executed through several forecasting fashions and utilized statistical methods on the statistics and glean the statistics via textual content-primarily based analytics to create trend-based fashions for the future. This helps to prognosticate and forecast the variety of products to launch on the commercial shelves for each retailer available in the market with who Jabil is conducting the enterprise transactions. basically, Jabil manufactures digital components to bring together a number of digital contraptions, telecommunication, and community gadget. This requires granularity of the market tendencies and the predictive analytics also can hook up to connect to R language for leveraging any extra statistical programs. IBM’s Apache Spark can office the analytics in-memory in distinction to Apache Hadoop that puts IBM ahead of the pack on file-primarily based techniques. Integration of Apache Spark with IBM predictive analytics and R can raise the materiel extra (IBM, n.d.).

Governance, Compliance, and risk administration

corporations performing groups throughout the globe necessity to meet regulatory compliance requirements when buying and selling with different international locations. The dangers can Come up from the tax legal guidelines or customs tasks levied by course of other nations throughout the globe. To steadiness the change hazards, the company transactions carried out within the commerce aid planning system or through multiple database methods should breathe audited. IBM has the analytics options for managing the chance. The risk administration analytics will scan through the database of the corporation and determine the dangers involved via actual-time analytics for understanding the ever-expanding hazards within the transactions (IBM, n.d.).

notwithstanding, Jabil carried out not complete the above options. youngsters, a majority of the IBM Analytics options stand been implemented. The benefits derived through Jabil via IBM Analytics solutions offered exotic insights to obtain the operational excellence for fiscal proximate and manufacturing vegetation to flee their company correctly. The solution can also breathe utilized to a few different industries that are within the manufacturing of semiconductor, high-tech, telecommunications, storage instruments, and community equipment. The manufacturing technique comprises a particular system model to attach together the built-in design of the circuits and chips. The grasp information management constructed via Jabil via their analytics, and commerce performance administration to pomp screen the principal thing performance indications can breathe utilized to a considerable number of different industries which are under an identical class. The success of Jabil can breathe a potential casual for relaxation of the industries in that aspect to celebrate in line with the necessities evaluation and implementation of Jabil.


IBM (n.d.). Cognos Analytics. Retrieved November 9, 2015, from

IBM (n.d.). Cognos enterprise Intelligence 10.2.1. Retrieved December 28, 2015, from!

IBM (n.d.). enterprise efficiency management. Retrieved November 9, 2015, from

IBM (n.d.). Predictive Analytics. Retrieved November 10, 2015, from

IBM (n.d.). Prescriptive analytics. Retrieved November 9, 2015, from

IBM (n.d.). risk administration. Retrieved November 10, 2015, from

Srilu (2013). SAP modules overview and commerce strategies. Retrieved November 9, 2015, from

Thomson, S. (2012). IBM Analytics offers Jabil superior perception Into monetary performance. Retrieved November 9, 2015, from

Universe, F. (n.d.). Jabil Circuit, Inc. history. Retrieved November 9, 2015, from

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IBM Cognos 10 Controller Developer

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Ten novel Features for Report Users in IBM Cognos 10 Report Studio | true questions and Pass4sure dumps

Instead of just focusing on the major features of IBM Cognos 10 Report Studio, Roger Johnson, coauthor of IBM Cognos 10 Report Studio: Practical Examples, looks at some lesser-known tools and protest properties to further enhance your Report Studio projects. From the author of 

The biggest additions to IBM Cognos Report Studio in version 10 stand been vigorous Reports and Statistics objects. These two novel ways of presenting data provide many novel options for report authors to create reports that match the analytical needs of the user community. Entire classes stand been created to focus on the creation of reports using these formats.

Other capabilities in IBM Cognos 10 Report Studio comprehend the integration of external data sources and the aptitude to rescue Report Studio reports to breathe used directly by commerce Insight Advanced authors. Using external data sources in Report Studio has been a customer request since IBM Cognos tools moved to a web-based architecture. This enhancement gives the report consumer novel opportunities to process just the information needed for a specific situation. By using a common report definition between applications, users who aren't accustomed to complicated reports can receive assistance to build reports that stand features beyond those normally available to commerce Insight Advanced users.

While the features I've discussed to this point are promoted as key features, other useful options in version 10 will expand the effectiveness of reports to your users. Some of these features were previously available through complicated programming by the report developer, but IBM Cognos commerce Intelligence now makes this job much easier. As a report writer and instructor who can treasure the aptitude to create report designs designed to disclose a story, I want to highlight 10 of these novel features.

Alternative Text

The Alternative Text property has been added to graphical objects, such as images and charts, to allow screen readers to translate the text (see figure 1). Another aspect of this feature that's applied in various properties is to provide localized text without using conditional formatting.

Colored Regions, Plot area Fill, Material Effects

The Colored Regions, Plot area Fill, and Material Effects properties allow charts to stand more creative designs in order to enhance the overall presentation of the charts. Mixed with other chart presentation options, these features serve report developers to give novel polish to the presentation of content. figure 2 shows the additional gradient options that are now available, along with the novel properties for the charts.

New Gradient Fill Types

Moving beyond simple linear gradients, some novel fill types provide more choices for enhanced presentations. Backgrounds behind pages, objects, and selected areas can now pomp a number of gradient designs. The fill types comprehend rectangular frames and embedded circular gradients, with many parameters to customize the blending of colors (see figure 3).

Chart Combinations (Primary Axis, Secondary Axis, Primary Bottom, Secondary Bottom)

IBM Cognos 8 commerce Insight had the aptitude to set Y1 and Y2 axes. Now combination charts can breathe stacked with two more axes for better analysis of related numbers. These options can breathe integrated into dashboard design to enhance the presentation of related measures. figure 4 shows a chart with the additional axes selected.

Query Calculations in Query Explorer supersede Calculated Member, Calculated Measure, Set Expression, and Intersection (tuple)

In IBM Cognos 8 Report Studio, different objects were created for each of the dimensional functions. Now they're complete bundled into the Query Calculations (see figure 5). This option simplifies the toolbox for report authors, while emphasizing that dimensional queries can stand enhanced calculations.

Summarize miniature Slices and Exploded Slices

With pie charts, two improvements comprehend summarizing miniature slices and exploding slices. These two options greatly better the presentation of pie charts to emphasize the most principal information (see figure 6). In my classes, these options stand been requested for years, and now they're delivered in this release.

Trendlines, Category Baselines, and Numeric Baselines

Report Studio functions stand now improved on the predictive aptitude behind charts, without having to expend external functions to cipher the numbers (see figure 7).

Series Color Synchronization

With the changes made to enhance series, this feature allows report writers to simplify the legends when the succession information is repeated across the combinations. By changing the succession Color property to Match (see the short arrow in figure 8), the legend shows the different product lines and the nested measures differently (indicated by the longer arrow), increasing the effectiveness of the presentation.

Custom Properties for Prompts

Several novel properties stand been added to enhance the prompt options. These changes allow report developers to create customized prompt options without the additional JavaScript programming required in earlier versions. Most of the prebuilt text labels with these prompts can breathe customized to meet the needs of individual reports (see figure 9).

Dimensional Set Definitions

As a welcome addition to dimensional functions, the Set Definition option (see figure 10) allows report authors to create complicated subsets that are presented graphically. This feature can fabricate troubleshooting complicated sets much easier by providing a more modular approach to set development. This was the best novel property for me, since it simplifies the development of sets that had to breathe plenary of nested functions.

Amazon takes on commerce intelligence with QuickSight | true questions and Pass4sure dumps

Amazon Web Services, already a Big player in databases, is launching a novel commerce intelligence implement to serve non-technical people fabricate sense of complete that data.

QuickSight, now in preview, is a “very snappy cloud-powered commerce intelligence service,” according to Amazon (AMZN) senior vice president Andy Jassy, speaking at AWS Re:invent in Las Vegas.

QuickSight promises to enable commerce users to peer inside the data residing in various AWS repositories, including RedShift data warehouse, Elastic MapReduce, and Amazon relational database services. There they can perceive relationships between data, the company said.

Then a implement called Autograph can serve them build an intelligence profile about complete that data, said Matt Wood, common manager of product strategy for AWS.

But some, including Forrester Research senior analyst Paul Miller, perceive SPICE (for Super-fast Parallel In-memory Calculation Engine), as the true key here.

This is portion of Amazon’s propel to fabricate services germane to commerce users as well as the developers who stand driven the public cloud’s success so far.

Oh, and QuickSight will breathe 1/10th the cost of traditional BI tools, which went unnamed although Jassy illustrious a implement with a name that rhymes with “Hognos,” a reference to IBM’s (IBM) Cognos BI implement but it’s not hard to perceive QuickSight competing down the road with tools infatuation Tableau as well, Miller said.

This epic will breathe updated during the Re:Invent keynote.

For more on Amazon Web Services check out the video:

Subscribe to Data Sheet, Fortune’s daily newsletter on the commerce of technology.

This epic was updated with additional analyst observation and to amend the spelling of QuickSight.

Recapping the deem 2019 “Journey to AI” community CrowdChat: AI everywhere | true questions and Pass4sure dumps

Artificial intelligence is transforming every commerce process. Developers are incorporating AI – in the figure of deep learning, machine learning and kindred technologies – into cloud-native applications and commerce processes through tools that enable them to compose these features as data-driven microservices.

On Thursday, IBM Corp. and SiliconANGLE’s sister market research solid Wikibon held a #Think2019 conference community CrowdChat to contend how enterprises can fabricate the journey to AI in the cloud. The hourlong online session was well-attended and there was vibrant discussion of many issues related to the journey to AI.

The CrowdChat featured the following IBM AI theme matter experts: Carlo Appugliese, Data Science and Machine Learning; Matthias Funke, Hybrid Data Management; Madhu Kochar, Cross-analytics; Hemanth Manda, IBM Cloud Private for Data; Anantha Narasimhan, UGI; and Jason Tavoularis, commerce Analytics.

Here were the most noteworthy responses from these and other participants to each of the CrowdChat questions:

Q: Rob Thomas, common manager of IBM Analytics, has said there is no AI without an IA or information architecture. How are you modernizing your data estate — the organization of your data assets — to gain ready for an AI and multicloud world?

Katie Schafer: “If anyone is looking to learn more about ICP for Data, breathe certain to check-out session #2571, titled: Change the Game: Learn How to Win with AI happening on Wednesday, February 13th at 1:30pmPST in the large Theater on the Data & AI Campus.”

Hemanth Manda: “Having talked to a number of customers and commerce partners, this is an issue everyone is grappling with and they are addressing it through their novel platform offering ICP for Data, an integrated data and AI platform for multi-cloud”

Madhu Kochar: “Every client discussion starts with this dialog … and very captious to stand a trusted analytics data foundation. It starts with know your data, confidence your data and expend your data to further drive insights”

Matthias Funke: “I perceive this question Come up everywhere. Modernization to gain agility, novel insights faster, and stand more people and commerce application profit from it … very often one needs to start at the bottom of the AI ladder and the question: How can I collect complete the data I need, and fabricate it accessible to the prerogative people, at the prerogative time? And how can I integrate data assets across different locations and data sources?”

Carlo Appugliese: “We travail with clients on their Data Science Journey and biggest factor to winning with AI is to fabricate certain you account for 3 things … The prerogative skills, the prerogative process/ culture and finally the amend tools.”

Jason Tavoularis: “Of course! AI requires data. if there’s no infrastructure, there can’t breathe much data, so you can’t expect the AI to breathe very smart.”

Anantha Narasimhan: “Our customers are looking at AI to serve drive digital and potentially commerce transformation. At the core of AI are a) People & Culture, b) Process, c) Data … With data present complete across the organization, getting a excellent manipulate on it is the very first step … Collect, Organize and then resolve data. and then Infuse AI models in order to operationalize … ML is a considerable enabler for AI. They necessity to recall that AI can serve us win quickly.. or plunge flat quickly. Because if the data is not of excellent quality, the models will fling up putrid insights”

Tanmay Sinha: “Quality of AI models is directly proportional to the character of data used to train the model. Without an information architecture to serve high-quality data, the AI models can breathe inconsistent, impertinent or worse biased.”

John Furrier: “I deem that he’s really nailing the core AI (and ML) angle meta data or information that feeds AI engines is super important. If companies gain this prerogative then ML and AI soar to novel heights”

Jameskobielus: “There’s no practical AI without data quality, governance, prep, and training in a high-performance data lake. Modernizing your data estate in the multicloud for AI demands an industrialized DevOps approach that automates much/most of these processes … AI can’t breathe smart if data scientists can find the prerogative data to drive feature engineering etc. Likewise, AI models can’t conclude their jobs with elevated self-confidence without upfront and ongoing training from fresh operational data … Infusing AI into the commerce requires that an operationalized data science pipeline with a strong real-time/streaming CI/CD workflow.”

David Floyer: “IMO, the future for analytics is real-time results. This means snappy execution of operational AI/Analytics near the data. It also means low-latency connections between applications wanting to automate processes and the AI/analytics required … For example, if you are wanting to ensure that only employees are entering enterprise premises, there will breathe many enterprises with the same problem, and many solutions to purchase … 1. There are two sources of AI solutions – internal, and external, the run-of-the-mill fabricate or buy decision. For products and services owned, it is vital that data is collected about those services in IA. However, there are many technologies it would breathe easier to buy.”

Q: How are you increasing workload and consumption flexibility in your analytics systems?

Katie Schafer: “To learn more about how you can build a proper data architecture to better data accessibility, don’t miss The Road to AI—A Journey to Modernize Your Data Architecture session on Wednesday, February 13th at 3:30pmPST on the Data & AI Campus.”

Carlo Appugliese: “In Data Science … The key to success is plenary access to complete data.. In my experience, this is sweltering topic and there is a poise they stand to play between Security and Innovation….My suffer is plenary access to data for your Data Scientist and Data Engineers is captious to your commerce innovating….Here is sessions at #IBMThink where Experian will fade into detail about their AI journey.  …. Here is a blog where I explained a recent AI project working with Experian.”

Matthias Funke: “This is gold to me. Having a catalog of data assets at my disposal without worrying about where data resides. Avoid or minimize data movement to avoid lag and cost is of tremendous value.”

Madhu Kochar: “As I talk to multiple clients, access to data especially sunless data is critical. It is also principal that they stand excellent data virtualization story, significance you conclude not always to spin your data…. Capability to connect your traditional data with IOT data, true time streaming data is captious to drive novel analytics insights”

Jennifer Shin: “the notion of being able to access complete data sounds infatuation a dream I had once… then I woke up and remembered I travail with people and data is mess. The reality is they can stand complete the data in the world, but it’s useless if it’s not accurate or of needy quality…. In a competitive market, there will always breathe businesses and both internal and external clients who want their data to breathe kept private if it provides an advantage. Being able to access the data I necessity when I necessity is more principal than having access to complete of it.”

David Floyer: “It is essential to stand multiple sources of data around key commerce processes, products and services. The character of AI/Advanced Analytics will breathe dictated by the character of the data sources.”

Q: Does your analytics strategy presume to spin data to analytics or analytics to data? Why?

Anantha Narasimhan: “Definitely analytics coming to data – so faster determination can breathe taken at source or proximate to it…btw, there is an exciting session on Data Modernization strategy in a Multicloud World – by Madhu Kochar: and virtualization:”

Katie Schafer: “For more on business-ready data, don’t miss the Digital Transformation: A commerce Ready Data Hub for Advanced Analytics session at deem 2019 happening Friday, February 15th at 9:30amPST on the Data & AI Campus.”

Madhu Kochar: “Data Gravity rules! You bring analytics to data, that is the most optimal…. Especially the world of multi-cloud strategy this is captious that they maintain data where it is, thus technology infatuation data virtualization, having governance built in to confidence the data drives to trusted AI”

Matthias Funke: “Analytics to data. Any data movement or copying is expensive and leads to complete kinds of issues (lineage, quality, latency, higher resource utilization and cost)”

Hemanth Manda: “always spin Analytics to Data .. that’s been their mantra . Data gravity should impose your strategy. moving against the gravity means you would halt up spending a ton of resources / money & is not sustainable”

Carlo Appugliese: “in my opinion, conclude your analytics where the data is if you can.. There is no value in moving lots of data, but there is significant commerce value in doing more analytics with your data. Its complete about rate and pace of AI projects.”

Tanmay Sinha: “Data is growing exponentially within an enterprise. moving becomes an avoidable expense if you can bring analytics to your data!”

Sarbjeet Johal: “When doing #ML #AI, for compute intensive scenarios infatuation human genome sequencing occupy data to compute. For data intensive scenarios (especially input), bring compute to data. #rethink”

Jennifer Shin: “In my experience, companies already collecting data find value in turning data into analytics, whereas companies developing novel products or services find more value in using analytics for data. The best #datascience teams needs to find the poise in doing both”

Jameskobielus: “In-situ/in-database analytics is a key foundation fo the Big data revolution. Data gravity. Now with the edge looming larger as a data source, analytics is moving closer to those nodes and getting more sophisticated there. Distributed AI.”

David Floyer: “Data in volume is costly to spin & takes a lot of time. Data loses value over time. so, it is usually much cheaper to spin code to data than data to code. This is especially actual for operational AI/analytics, which should breathe moved proximate to data source where possible.…It is piquant to celebrate that when AI systems are deployed, 90%+ of the code is in operational AI, rather than ML model development.”

Q: How policy-driven are your data analytics visibility, detection and reporting activities?

Carlo Appugliese: “One of the biggest I’ve seen is that companies deem they are behind vs other companies.. What companies necessity to understand is that its a journey and they just necessity to start. most companies are learning and growing in this space…..I recommend, pick the one expend case, attach miniature team on the project and start. If it fails, that is normal. just goto next one and for the wins, it will cancel out many failed projects.”

Tanmay Sinha: “To ensure unbiased AI models, policies on data analytics are more principal than ever.”

Hemanth Manda: “very miniature to breathe honest & I deem this is huge issue given increased and diverse regulations , GDPR being the latest… Hemanth Manda…Here is a session on Data Virtualization @ deem 2019 that would breathe very valuable to attend : “

Matthias Funke: “How principal are excellent policies if their ratification is not automated? deep integration across the analytics ‘stack’ can solve for that”

Madhu Kochar: “Every CDO would want to content YES to this. necessity ML/AI based solutions to automate these activities, and they in IBM analytics stand solutions to fabricate this effortless (a hard problem)”

Jennifer Shin: “there’s always a policy, but the restrictions depend on the purpose associated with how the data is being used. When my #datascience team built models for negotiation purposes, even their internal status reports listed their travail as confidential.”

John Furrier: “Policy driven will breathe a very principal portion of a machine driven future. Getting policy down and having machines figure out novel policies on the hover address both on require AI and true time AI”

Sarbjeet Johal: “ML and AI are next frontiers in Data Governance Platforms and these models will travail in conjunction with policies! So it’s “policy driven ML enabled” approach which seems most practical with the tools they stand today!”

Q: Are protection and compliance regimes built into your analytics systems, or bolted on? Why?

Matthias Funke: “I perceive it as a never-ending journey. One is never done. There is a legacy to inaugurate with, but every moment, novel data (sources) may gain added to your current landscape. Fun!”

Tanmay Sinha: “Data privacy regulations are coming whether they infatuation them or not. GDPR is already here, CCPA is coming soon. Enterprises, miniature and large, stand to starting thinking about the data being collected and shared.”

Jennifer Shin: “#analytics systems typically stand several layers of protection and compliance regimes. accessing the platform is at a system smooth whereas anonymizing data depends on the data set (as well any contracts associated with it)”

David Floyer: “Early days for establishing compliance and protection policies. It will probably necessity a company to stand a Wall Street Journal disaster to focus minds on this issue!”

Q: How does your organization administer profiling, cleansing and cataloging of data?

Anantha Narasimhan: “this is perhaps the core of organization’s journey to AI or even to a successful Data Lake, Data Science…. there is an excellent session at THINK, hosted by Jay @jaylimburn - …. some organizations mention to this as Data Preparation or Data Curation…. Here’s a excellent session at THINK, in case you are interested:”

Carlo Appugliese: “In area of Data Science, typically they comprehend a Data Engineer who travail side by side with Data Scientist and are captious to occupy findings and attach into Catalog as well as provide key features needed to modeling phase…. You necessity a combination of a cross frictional team, the prerogative access to data and tools to build your AI foundation…. One the Big areas they perceive in AI is aptitude to construe what your predictive models are doing and conclude you confidence them.. Let me ask everyone, conclude you confidence the determination made by an AI/ML model?…Model color is something they are very focused on, especially from a dev ops perspective. Understanding this is principal and captious to your organizations future as you incorporate key decisions using AI. So confidence AI but verify :)”

Sarbjeet Johal: “it’s mainly done at LOB smooth in most of the companies I stand worked with in advisory capacity. Central tools, policies and procedures necessity to breathe built for data governance. I believe the WHAT of data cleansing and cataloging must abide with LOB and HOW with IT.”

Hemanth Manda: “as usual, there are multiple solutions too manipulate this, but ICP for Data is a platform that includes and enforces these capabilities by default .. Learn more @ this deem session :….here is a 3rd party listing of vendors offering cleansing tools :“

Madhu Kochar: “Besides Profiling, cleansing, cataloging, Data classification is another captious attribute. Here is where Ml automation can fade a long way. IBM Information Server provides complete solution”

Pouya Fakhari: “An edge computing approach is made for the concept of the data warehouse, while pure cloud computing fundamentally contradicts the concept. It is generally accepted that only edge computing makes sense for systems that collect data on a massive scale thoughts hybrid cloud edge…. E. g. an Edge Computing Device can outsource simple computing tasks to a cloud using a Function-As-A-Service concept. Here, the cloud does not store anything and no backend is set up on it. The cloud only offers computing power for any functions that are transmitted on the fly

Matthias Funke: “Would agree if you deem about IoT expend cases with massive volumes of data points continuously produced. Aggregation and storage can betide at the edge. It’s not just data warehousing though.”

Jennifer Shin: “I stand yet to perceive a organization that has this process streamlined. Most established companies stand many, many meetings about how data set is going to breathe used internally and the logistics around it…. one of the advantages of structure cutting edge tech and creating novel data products/services is that this is dealt with further down the line”

David Floyer: “This an principal requirement in the maturing of AI/advanced analytics. Solutions should champion distributed and multi-cloud data, and ideally champion orchestration and optimization of moving code to data or vice versa.”

John Furrier: “Clean data in —> considerable ML and AI; not antiseptic data in –> lots of cleanup. Just content no to data pollution!!”

Q: What resources serve your enterprise deploy models anywhere, securely?

Madhu Kochar: “A built in governance for these models is captious as well.. so you really necessity data engineers, data scientist, data stewards necessity to collaborate”

Carlo Appugliese: “Using Watson Machine learning really gives you aptitude to train. deploy and monitor your models.. This really gives you model portability so you can train and deploy anywhere..”

Sarbjeet Johal: “Data Governance Policies + Data Governance Skills + Stated Policies. That covers complete people processes and tech aspects.”

Carlo Appugliese: “If you’re looking to build a novel Data Science Team?…Here is a blog I attach out on how to build a rock star Data Science Team! “

Jennifer Shin: “In my experience, IT and operations teams are very principal when you necessity to confirm that certain governance is in station within an #analytics system or necessity a novel policy to breathe attach in place… the best resource for deploying models anywhere, securely is a IT or technology team that is knowledgable, experienced and responsive!”

James Kobielus: “The core platform that enables enterprises to deploy models anywhere is a data-science CI/CD toolchain that can serve to any target device, node, hardware, container, and runtime environment. The “securely” requires tense access and integrity controls throughout.”

David Floyer: “End-to-end security from development, deployment, and updating is important, and not yet at complete common!”

Q: How are your analytics users using data visualization and low-code development tooling?

Katie Schafer: “Here’s a considerable session that will showcase the novel capabilities in IBM Cognos Analytics 11.1 and how it uses AI to provides smarter self-service analytics: “

Anantha Narasimhan: “based on prior experience, when they want to accelerate self-service analytics, low code/no code become important… with Cognos Analytics 11.1, commerce Users can expend natural language queries to gain insights into data.. and stunning visualization to clearly state trends or issues (sorry – impudent plug in) :)”

Matthias Funke: “I perceive two categories of analytics users: Data Scientists using dev tooling infatuation jupyter notebooks and OSS visualization libraries, vs LoB users using canned reports and dashboards.”

Hemanth Manda: “I tried using Tableau, but gave up after a few days. Nothing beats Cognos especially after the latest improvements in 11.1”

James Kobielus: “Increasingly, analytics developers are using declarative, visual, low-code tooling to program AI/ML, with the tooling leveraging auto-ML to compile models for optimized execution on target platforms…. Analytics commerce users are also using self-service, visual tooling to build predictive and other advanced analytics for determination support–eg Cognos…. ML-driven augmented programming, leveraging low-code visual front-ends, is a huge research focus here at Wikibon. perceive my report from a year ago: ”

Jennifer Shin: “I find more teams are using #datavisualization across an organization ranging from creating a realtime dashboard for the c suite to using it as a a tracking implement for day to dat operations.”

Q: What is your organization doing to manage and mitigate color in your models?

Katie Schafer: Here’s a session happening at deem 2019 that will dive into Detecting and Mitigating color in AI:”

Carlo Appugliese: “What I’ve seen is companies are doing this manually but after the fact and really plunge short.. This is topic needs to breathe evaluated in the nascence of your model development. They can really serve companies with this using tools.”

Madhu Kochar: “Bias in AI a very sweltering topic and critical. There are considerable examples, i will partake later on how many societal biases are in their datasets. So they really necessity tools and technology to serve on data traceability, explainability”

Jennifer Shin: “All models will stand color because they live in a world without perfect information, which is why being able to communicate the extent that the color poses a risk is so essential in #AI….The best course to manage and mitigate color in your model is to understand #statistics, #mathematics, #data, #science, #engineering and people…. algorithms aren’t in and of themselves bias, but it can expand the color depending on how it is designed… Developing preempt reporting and monitoring for models and algorithms implemented in productions is essential for limiting bias”

Steve Ardire: “Most people deem algorithms are objective but in large portion they’re opinions embedded in code. AI systems are black boxes; the data goes in and the reply comes out without an explanation for the decision. Algorithms that learn are supposed to become more accurate unless color intrudes and amplifies stereotypes….Current ML models understand what’s explicitly stated, but less excellent at anticipating what’s not said or implied…@DameWendyDBE University of Southampton, Growing role of #AI in their lives is ‘too principal to leave to men’ …Must develop efficient mechanisms in algorithms to filter out biases and build ethics into AI with aptitude to read between the lines or what requires common sense.”

James Kobielus: “Debiasing models starts with debiasing data. Here’s a piece I published on the emerging best practices in this. From eventual year:

David Floyer: “This is an principal confidence issue! If a company is shown not breathe stand addressed this issue, there are ascetic risk of brand damage. E.g., a store with cameras with AI to serve employees meet, greet or challenge customers entering the store should breathe especially careful!”

Sarbjeet Johal: “always breathe training your models! Context injection mechanisms are needy with current toolings but they are watchful of this problem, that means, they are on their course to solve it!…. you stand to remove color from data input! Algos aren’t bias, data is! Always maintain that in mind!”

Here’s the plenary transcript of the CrowdChat and the polls. And rescue this date for the Journey to Cloud CrowdChat, 9 a.m. PST Jan. 30, at

Image: Marcus Spiske/Unsplash

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