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000-M77 Information Management Optim Technical Mastery v2

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000-M77 exam Dumps Source : Information Management Optim Technical Mastery v2

Test Code : 000-M77
Test denomination : Information Management Optim Technical Mastery v2
Vendor denomination : IBM
: 40 real Questions

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IBM Information Management Optim Technical

IBM Launches 'large statistics' Bootcamps in Universities | real Questions and Pass4sure dumps

Supercomputing | news

IBM Launches 'huge statistics' Bootcamps in Universities
  • via Dian Schaffhauser
  • 03/10/11
  • Now that Watson has had its newest resurgence of repute and looked as a rectify trending subject on each Google and Twitter, IBM is set to pomp school students the artery to spend the underlying applied sciences of the supercomputer. In a thrust called "huge information," the trade will promote bootcamps on suggestions administration of majestic quantities of statistics via institution locations, IBM innovation facilities, and online.

    The camps, which are free, will final from three to five days and acquire set in lecture scope settings. anyway college students, the trade has invited IT authorities to acquire part. on the conclusion of periods, individuals could occupy the opening to acquire free technical mastery exams and IBM certification exams.

    Bootcamp classes will cowl discrete areas, including using IBM facts management utility similar to DB2, pureXML, Informix, InfoSphere Optim and Guardium, and open source functions Hadoop and Eclipse. college students will acquire training in administration and analysis capabilities for huge records environments, including information federation, integration, and warehousing concepts, as well as facts administration planning, and facts governance, nice and protection techniques.

    the new initiative follows on IBM's Watson Jeopardy! victory, where the computing device confirmed how synthetic intelligence can work in the real world (at the least within the actual world of a online game exhibit). The materiel includes ninety clustered IBM vigour 750 categorical servers, a potent build-up of hardware that may opt for via 500 gigabytes of information a 2d.

    but IBM referred to that as extra agencies movement to similar systems to address their big statistics challenges, a competencies hollow is surfacing.

    "corporations are gathering up to petabytes of assistance during height hours of operations, and they contemplate an opening to beget spend of this data to profit new insights into their purchasers and secure forward of the competition," stated Arvind Krishna, general manager of IBM tips management. "Uncovering insights hidden among facts in latest IT programs, and outside of the firewall in social networks, on clouds, and from cell contraptions, requires trendy IT specialists to possess new talents."

    Mahatma Gandhi Mission's college of Engineering & technology in India these days launched campus workshops on DB2 for its engineering students and college. currently, more than 600 college students and college participants are certified and trained on IBM technologies.

    "IBM is bringing actual world trade event to college students to sustain them involved with emerging applied sciences and IT trends equivalent to huge facts," observed Professor Nareshkumar Harale, head of laptop Engineering. "When universities and agencies collaborate, they construct the subsequent technology of professional guidance know-how leaders to create new opportunities, gas economic enlarge and remedy challenges that may enhance the style they reside."

    about the writer

    Dian Schaffhauser is a senior contributing editor for 1105 Media's training publications THE Journal and Campus technology. She will besides subsist reached at or on Twitter @schaffhauser.

    IBM broadcasts Sweeping Initiative to address fundamental Shift in the stream of World's data | real Questions and Pass4sure dumps

    source: IBM

    September 08, 2008 12:05 ET

    greatest advice Infrastructure Launch Ever for IBM; New offerings permit purchasers to address guidance Challenges and circulation records From associations to people and "Clouds"

    MONTPELLIER, FRANCE and ARMONK, the majestic apple and TOKYO--(Marketwire - September eight, 2008) - IBM (NYSE: IBM)

  • New technologies and functions for groups, governments designed to wield big growth and mobility of data; skyrocketing power fees, safety concerns and extra demanding patrons;
  • greatest suggestions infrastructure launch ever for the enterprise that invented the disk power, relational database -- more than 30 new and upgraded tips infrastructure applied sciences and features unveiled;
  • $2 billion investment; three years and more than 2,500 IBM researchers and builders from nine divide countries; key acquisitions in the ultimate 24 months cement method.(1)
  • general particular person's "information footprint" -- the digitization of entertainment, healthcare, safety, retail preferences -- will grow from 1 terabyte (about 50,000 trees reduce and printed) per yr to more than sixteen terabytes via 2020, in line with IBM.(2)
  • technologies incubating in IBM's labs such because the long-term archiving project, solid condition applied sciences, memory breakthroughs, true-time determination making to additional raise future storage offerings.
  • IBM these days introduced its largest launch ever of new storage hardware, software and services which are the constructing blocks for the area's strongest assistance infrastructure portfolio. the new IBM offerings are designed to permit groups, governments and different associations to radically change static information managed in silos into more dynamic counsel it is purchasable by artery of individuals wherever they proceed in a cloud computing environment.

    As buyers now issue to "take their suggestions" with them -- improving their healthcare, security, amusement, social life and purchaser event every time, everywhere, in real time -- agencies are fighting out of date facts centers, which are unable to deal with the expanded suggestions management demands.

    The proliferation of the mobile internet, linked sensors far and wide, from cars to pipelines, on-line scientific statistics, and the explosive boom of net 2.0 information and social networking, is resulting in sixteen-fold growth in each particular person's "assistance footprint" with the aid of 2020, in line with IBM. Infrastructures should accommodate nowadays to meet this demand. To hearken to an IBM podcast on tips infrastructure click on: here.

    In response, IBM today delivered vital points for an guidance infrastructure as section of its New commercial enterprise data core strategy. These points headquarters of attention on the provision, compliance and retention, and protection ache points for shoppers as they re-design their facts centers. more than 30 new and upgraded products and services are being added across the IBM portfolio to fulfill these essential needs: To acquire heed to an IBM podcast on these new offerings click: right here.

    internet-Scale Availability: state-of-the-art infrastructure is not designed to effectively control the estimated two billion people who may subsist on the web by using 2011(3) nor the expected 1000000000000 linked objects -- automobiles, appliances, cameras, roadways, pipelines -- comprising "the cyber web of issues." reasonably priced, scale-out technologies are essential as a necessary factor of a shopper's suggestions infrastructure to enable cyber web scale and pace for the administration of substantial quantities of online guidance within an organization and out to billions of individuals. companies ought to subsist prepared for this new side of "cloud computing," giving patrons entry to statistics and programs remotely, from any equipment, anywhere. to fulfill these wants, IBM introduced a collection of products and offerings enabling cyber web Scale Availability. among the many highlights:

  • a completely new low cost, incredibly scalable disk storage materiel designed to tackle cutting-edge different mixture of information -- from web 2.0 to unprejudiced purposes reminiscent of monetary functions. Developed from the XIV acquisition in January, this new trade disk providing facets a different grid-based architecture that presents more convenient management, more desirable efficiency scalability, self-tuning/healing and thin provisioning to uphold reduce the can pervade and complexity of tips storage while enabling normally quick entry of information for modern-day dynamic scope of workloads. more information can besides subsist establish right here:
  • Designed to meet traumatic mid-latitude records core necessities, IBM is introducing a new disk storage device that can add interfaces, enlarge efficiency, grow capacity as internet scale demands, and subsist reconfigured on-the-fly. greater tips on the DS5000 can besides subsist discovered here:
  • IBM is providing new storage virtualization application that helps purchasers extra efficaciously control and consolidate volumes of enterprise data, offering purchasers with a storage retort designed to aid enhance utilization rates, energy efficiency, availability, and scalability of faultfinding applications. extra advice on SVC can besides subsist establish right here:
  • As a artery to pilot storage optimization, IBM is asserting new scale-out file services (SOFS), bendy storage virtualization features to subsist able to assist alleviate records storage challenges by means of enabling brief implementation of highly scalable, world, clustered community attached storage programs. extra advice on SOFS can subsist discovered right here:
  • Consolidation and Retention: modern day suggestions infrastructure suffers from big inefficiency in each reproduction sources of the very suggestions and excessive power expenses. leading analysts occupy stated that fifty p.c of records facilities will Run out of energy or house for their records centers someday in 2008(4) and the power consumed by U.S. information centers will develop from 1.5 p.c to 2.5 percent of the nation's complete power consumption over the subsequent 5 years.(5) to fulfill these wants, IBM announced a succession of products and choices enabling information core consolidation and retention. among the many highlights:

  • IBM is offering new software and hardware from the Diligent applied sciences acquisition in April, that allows you to uphold shoppers eliminate assistance muddle via reducing redundant statistics via an ingredient of up to 25:1(6) greater suggestions on the ProtecTier providing can subsist discovered right here:
  • To uphold consumers maintain and lower back-up copies of their essential statistics off-web site, and beget confident the continuous availability of email and mission essential functions and facts on web site in the adventure of a catastrophe, IBM is introducing Onsite and far flung records insurance policy offerings through its acquisition of Arsenal. greater assistance may besides subsist discovered here:
  • physical area is a major problem for information centers these days as they issue to consolidate, so a new excessive density tape storage library carcass is being added that can cling up to a few-instances extra cartridges in a ten square foot footprint, offering well-nigh twice the storage density of solar.(7) greater information on the TS3500 can besides subsist discovered right here:
  • IBM is introducing an upgraded tall conclusion disk providing that adds extra IBM mainframe storage performance for purchasers coping with big database growth of their mainframes. The updated disk offering will besides occupy RAID 6 coverage -- while providing 50 p.c more storage ability(8) in the equal footprint with new, higher skill, performance-optimized drives -- permitting customers to hold records core expenses and power usage down. extra tips on the DS8000 may besides subsist establish right here:
  • safety: ensuring that the tips in a lore middle is comfy and being accessed best by artery of these authorized has develop into a properly subject for All facts facilities -- tremendous and small. A recent information core hack can pervade one company more than $60 million bucks in damages through theft of facts and unauthorized spend of bank card guidance of consumers.(9) in the meantime, the provision and authentication of records -- from huge corporate and executive databases to the 1 billion people anticipated to subsist the spend of the cell net(10) this year -- is a key precedence.

  • IBM is improving its main compliance disk storage providing with superior drives to subsist able to allow 33 % greater disk ability.(eleven) in contrast to the EMC Centera(12), the IBM materiel makes it feasible for partitioning to Run third-birthday celebration ISV applications and leverages each disk and tape, enabling valued clientele to in the reduction of their total can pervade of ownership and vigour consumption up to 50 %.(13) more assistance on the DR550 will besides subsist establish right here:
  • IBM is providing consumers the world's fastest one terabyte storage tape force, a long artery surpassing the latest solar offering(14), to uphold them protect and archive extra tips with much less cost and less energy usage. Storing up to 1 terabyte of uncompressed data per tape cartridge, storage backups can besides subsist accomplished up to fifty four % sooner than the previous IBM generation power. extra suggestions on the TS1130 can besides subsist discovered here:
  • within the emerging area of tips protection and encryption key administration for storage -- where information is "locked" and might most efficacious subsist accessed by using clients who occupy "keys," IBM will unlock new Tivoli Key Lifecycle management software, which helps automate the management of keys the set disk and tape storage devices can't subsist compromised if misplaced or stolen. more assistance on TKLM will besides subsist discovered right here:
  • To help shoppers can charge-readily pomp screen, restful and maneuver their IT infrastructures while addressing expanding workloads, IBM is announcing new remote Managed Infrastructure services (RMIS). These features present valued clientele a brand new model for productive IT administration and safety with minimal disruption to latest environments, allowing valued clientele to retain their current property on-web site. more suggestions on RMIS will besides subsist establish right here:
  • greater than 30 new products and features from IBM systems and expertise community, IBM software group and IBM research were introduced these days, aiding the tips infrastructure pillar of IBM's New enterprise information core method. Coupled with new bulletins from IBM's global expertise services company, IBM aligns crucial storage utilization to a client's direct company priorities, helps them Cut back the chance, can charge, complexity and planning efforts required for giant data migrations, and gives you strategic IBM design and implementation functions to target client pain-elements. For a replete listing of All the items and capabilities introduced today, please quest advice from

    via home-grown innovation, pile and acquisitions, trendy announcement marks a $2 billion investment, three years of research and building, and a world group of greater than 2,500 storage technical gurus, engineers and researchers from nine diverse international locations together with France, Germany, Israel, Japan, Mexico, Singapore, Switzerland, united states, and the UK. Key acquisitions of XIV, Diligent, Cognos, Arsenal, Optim, FilesX, Softek, and NovusCG over the ultimate 24 months add strategic items to the strongest ever counsel infrastructure portfolio of choices unveiled these days. For a timeline on IBM's storage acquisitions and subsequent-era technologies from IBM research being developed to enlarge future information infrastructure choices, click on on

    "the realm is re-tooling its underlying IT infrastructure in a melodramatic shift faraway from a a long time-historic customer/server mannequin to a radically greater productive information superhighway-trend architecture. This requires diverse pondering and new capabilities, which they are addressing during this advice infrastructure launch, with their investments going forward, and the artery IBM will carry out enterprise with their customers," observed Andy Monshaw, customary manager, IBM materiel Storage. "There isn't any bigger probability for their customers than to unencumber the charge they occupy in their data facilities and uphold them create sensible, imaginitive choices for his or her conclusion clients -- the buyer. IBM is the most efficacious enterprise in the world -- not HP, not EMC, now not solar -- with decades of analysis, industry skills and market management to beget this a reality for their consumers."

    To assist valued clientele speed up their statistics core transformation initiatives and combine these new IBM counsel infrastructure choices into their records facilities, IBM is besides asserting the global opening of the brand new enterprise data middle management centers. At these new centers, greater than 500 IBM engineers and consultants across areas in the U.S. and Europe will work with customers and headquarters of attention on options and premiere practices around power effectivity, consolidation and virtualization, trade resiliency and protection and repair administration and tips infrastructure. greater tips can subsist establish right here:

    These new materiel and offerings for the IBM assistance infrastructure will allow purchasers to streamline their records centers with tremendously built-in storage choices focused around archive, compliance, retention, and protection ache facets to aid valued clientele bring information as a carrier to their customers -- the patrons, who are searching for entry to assistance at any time from any gadget. These tools and expertise resources which IBM has been constructing and gathering, open doorways to new trade collaborations, and on exact storage technologies -- a key pillar in the emergence of cloud computing.

    IBM global Financing, the lending and leasing trade segment of IBM, offers low-fee financing and environmentally safe storage asset disposal for this comprehensive suite of latest suggestions infrastructure offerings. IBM international Financing prices are as low as four.6% for hardware purchases; 4.8% for software; and 6.three% for services for optimal qualified customers. For assistance on convenient funding options for customers in search of to finance these new storage expertise capabilities, visit:

    For more suggestions about IBM, IBM gadget Storage and the IBM assistance Infrastructure, visit

    IBM, system Storage, and the IBM emblem are trademarks or registered logos of overseas trade Machines service provider. For an inventory of extra IBM emblems, contemplate

    (1) supply: IBM internal (2) source: IBM interior (3) source: "worldwide web users desirable 1 Billion in 2005." computing device business Almanac. four Jan. 2006. 30 July 2008, (four) supply: EPA document to Congress on Server and records headquarters effectivity, introduced on August 2, 2007 (5) supply: November 29, 2006 press unlock: "Gartner Says 50 p.c of statistics facilities could occupy insufficient vigour and Cooling capability by means of 2008": (6) source: Gartner's "Cool companies In facts insurance plan, 2008." identification quantity: G00155726 (7) source: As of September 3, 2008. Comparisons are according to posted information when evaluating highest tape cartridge slots per square foot. The IBM TS3500 with LTO can dangle a hundred twenty five. The sun SL8500 can dangle 72. (eight) source: As of September three, 2008. IBM compares. The faded DS8000 unlock supported "efficiency-optimized" fibre channel drives of seventy three, 146, and 300GB capacities. the brand new DS8000 R4 adds 450GB fibre channel drives. (9) source: (10) source: Underwood, Lee. "moving into on the 'cellular' web." 8 Aug. 2008 (eleven) supply: New IBM DR550 now has 1TB drives compared to outdated era of IBM DR550 which has 750GB drives, consequently expanding potential 33 %. (12) supply: Comparisons in accordance with published specifications, elements and advantages. evaluating the offering of the IBM DR550 vs. the EMC Centera primarily based on specs published at (13) supply: effects from IBM TCO resolve for system Storage DR550, 2007. Cuts complete cost of possession by 50% with blended tape and disk offering. (14) source: As of September 3, 2008. Comparisons are in accordance with published statistics. The IBM TS1130 autochthonous sustained statistics rate (uncompressed) of one hundred sixty MBps vs sun T10000 autochthonous sustained information fee (uncompressed) of one hundred twenty MBps

    distributed information Caching For majestic records | real Questions and Pass4sure dumps

    The creation of the rising container of massive records brought with it the pledge of extremely-scalable databases that might address terabytes of statistics at a time. As any one coping with gigantic datasets will attest to despite the fact, it gets impulsively complicated to with ease manipulate, redeem and retrieve suggestions in giant portions and how to examine if a cache is crucial.

    If we’re to bring options valuable of the digital age, they requisite to subsist exploring new processes that surpass the current barriers in these days’s database technologies – congestion and scalability barriers that swirl up both at the community and hardware levels function most essential impediments to the administration and manipulation of massive facts units.

    Why spend a Cache in majestic information functions?

    The significance of a cache is self-evident: it reduces the strain on a database with the aid of positioning itself as an intermediary layer between the database and the conclusion users – more often than not, it'll switch records from a low-performance vicinity to a more robust-performance area (trust the change in getting access to statistics kept on a disk vs accessing the identical information in RAM). When a request is made, the returned information may besides subsist stored in the cache in such a mode that it may besides subsist more with no concern (and more swiftly) accessed sooner or later. a query will firstly are trying the cache, but when it misses, will Fall returned on the database.

    It makes much more feel for purposes that reuse the equal assistance again and again – suppose video game/message information, software rendering or scientific modelling. To acquire a simplified spend case, believe a 3-tier app made of a presentation layer (the person interface), an application layer (dealing with the common sense for the app) and a data layer (the backend internet hosting the records).

    These three layers may besides subsist geographically separated, even though latency can subsist a limiting ingredient because the three should invariably ‘communicate’ to every other. Let’s now assume that each and every particular person person in their app has a static records set that needs to subsist relayed to them each time they navigate to a brand new page – nascence on the statistics layer and ending on the presentation layer.

    If the statistics layer is always queried, it ends up in excessive pressure and unfavorable person journey brought about with the aid of latency. by artery of introducing a cache, despite the fact, the records that's generally accessed can besides subsist saved close by in brief memory, allowing it to subsist rapidly served to the presentation layer.

    because of can pervade and velocity considerations, a cache is just a diminutive restricted within the measurement it may grow to. even so, the set effectivity is concerned, it's a imperative addition to any excessive-performance database provider.

    From In-manner Caching to disbursed Caching

    Many purposes spend the mannequin described above for caching in the community – that's, a lone illustration working alongside an utility. There are a few downsides to this approach, probably the most improbable being that it doesn’t scale very well for greater applications. On right of this, in the case of failure, states is generally irretrievable.

    disbursed caching presents some improvements on this. because the denomination may additionally indicate, the cache is unfolded throughout a community of nodes in order no longer to trust on any lone one to sustain its condition – proposing redundancy in the case of hardware failure or energy cuts and heading off the should consign local reminiscence to storing advice. on account that the cache now depends on a community of offsite nodes, though, it accrues technical fees the set latency is concerned.

    distributed caching is advanced when it comes to scalability, and is frequently the model employed with the aid of business-grade items – with many, despite the fact, licensing fees and other charges frequently stand within the manner of actual scalability. in addition, there are sometimes trade-offs to subsist made – it’s intricate to establish into upshot options which are both function-rich and excessive-performing.

    It’s perhaps essential to subsist aware, at this stage, that upright scaling (upgrading the processing power of machines housing a majestic database) is not as telling as horizontal scaling (where the identical database is demolish up up and distributed across situations) within the case of big statistics initiatives, as parallelization and speedy access to data are required.

    constructing greater distributed Caches

    in the digital age, it seems rational that dispensed caching would subsist more suitable suited to serve the needs of consumers looking for both safety and redundancy. Latency is at the minute an issue, but protocols comparable to sharding and swarming in the reduction of it significantly for well-related nodes.

    chiefly, they should subsist able to convey springy middleware options that permit industrial entities to combine their databases to All the time-on-line networks of nodes, easing the crucible placed on their backends and enabling them to enhanced serve end-clients with records. Scalability is most likely the most crucial consideration in pile big data applications, and it’s time to open proposing options that subsist inescapable it from the get-go.

    in regards to the writer

    Neeraj Murarka is an engineer and desktop programs architect with over 20 years event. he's the CTO and co-founder of Bluzelle, which is ushering in a decentralized information superhighway via it’s decentralized database protocol. He has worked for Google, IBM, Hewlett Packard, Lufthansa, Zynga, and Thales Avionics.

    check in for the free insideBIGDATA e-newsletter.

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    IBM Launches 'Big Data' Bootcamps in Universities | real questions and Pass4sure dumps

    Supercomputing | News

    IBM Launches 'Big Data' Bootcamps in Universities
  • By Dian Schaffhauser
  • 03/10/11
  • Now that Watson has had its latest resurgence of fame and appeared as a top trending topic on both Google and Twitter, IBM is about to define college students how to spend the underlying technologies of the supercomputer. In a thrust called "Big Data," the company will promote bootcamps on information management of massive amounts of data through university locations, IBM innovation centers, and online.

    The camps, which are free, will terminal from three to five days and acquire set in classroom settings. Besides students, the company has invited IT professionals to participate. At the halt of sessions, participants will occupy the haphazard to acquire free technical mastery tests and IBM certification exams.

    Bootcamp sessions will cover discrete areas, including the spend of IBM data management software such as DB2, pureXML, Informix, InfoSphere Optim and Guardium, and open source applications Hadoop and Eclipse. Students will receive lessons in management and analysis skills for majestic data environments, including data federation, integration, and warehousing techniques, as well as data management planning, and data governance, quality and security strategies.

    The new initiative follows on IBM's Watson Jeopardy! victory, where the computer showed how synthetic intelligence can work in the real world (at least in the real world of a game show). The system consists of 90 clustered IBM Power 750 Express servers, a potent build-up of hardware that can pick through 500 gigabytes of information a second.

    But IBM said that as more organizations trudge to similar systems to wield their majestic data challenges, a skills gap is surfacing.

    "Companies are amassing up to petabytes of information during peak hours of operations, and they contemplate an opening to spend this data to gain new insights into their customers and secure ahead of the competition," said Arvind Krishna, general manager of IBM Information Management. "Uncovering insights hidden among data in existing IT systems, and outside of the firewall in social networks, on clouds, and from mobile devices, requires today's IT professionals to possess new skills."

    Mahatma Gandhi Mission's College of Engineering & Technology in India recently launched campus workshops on DB2 for its engineering students and faculty. Currently, more than 600 students and faculty members are certified and trained on IBM technologies.

    "IBM is bringing real world industry smack to students to sustain them in paw with emerging technologies and IT trends such as majestic data," said Professor Nareshkumar Harale, head of Computer Engineering. "When universities and businesses collaborate, they build the next generation of skilled information technology leaders to create new opportunities, fuel economic growth and decipher challenges that can help the artery they live."

    About the Author

    Dian Schaffhauser is a senior contributing editor for 1105 Media's education publications THE Journal and Campus Technology. She can subsist reached at or on Twitter @schaffhauser.

    Recap of the 2019 TensorFlow Dev apex | real questions and Pass4sure dumps

    Posted by Fred Alcober and Sandeep Gupta, on behalf of the TensorFlow team

    TensorFlow held its third and biggest yet annual Developer apex in Sunnyvale, CA on March 6 and 7, 2019. The event was attended by approximately 1,000 machine learning enthusiasts and watched over livestream by tens of thousands more.

    The event was comprised of two days filled with technical updates from the TensorFlow team and presentations from users showcasing improbable applications. They besides held hacker-rooms, breakout sessions, and workshops. Attendees interacted with the TensorFlow team, got their questions answered, and collaborated with each other.

    In the three years since launch, TensorFlow has matured into an entire end-to-end machine learning (ML) ecosystem, helping to power the ML revolution they contemplate happening around us. It has been downloaded over 41 million times and has over 1,800 contributors from around the world. TensorFlow as a comprehensive ML platform is helping a diverse set of practitioners, researchers, and new users to build improbable new solutions to decipher challenging problems with AI. For example:

  • students in Delhi built a mobile application for detecting air quality changes
  • engineers at Twitter are surfacing the most apropos content for their users
  • physicists in GE Healthcare are making MRI more reproducible and accurate
  • At the developer summit, they announced the alpha release of TensorFlow 2.0, which marks the nascence of the TensorFlow 2.0 era and brings TensorFlow’s powerful capabilities to more developers and researchers, making it easier than ever to build and spend ML. They besides announced new community partnerships and education initiatives with O’Reilly Media, Udacity, on Coursera, and to help foster open source collaboration and train the next generation of new users. Further, they listened to their community and completely updated developer documentation and redesigned to beget it even easier to secure access to resources and information.

    Below are the highlights and key announcements from the event.

    Easy to use

    In TensorFlow 2.0, the biggest focus has been on making the API simpler, more intuitive, and natural for All users. They are making the API components integrate better with tf.keras as the recommended high-level API for most users. This will enable developers to proceed from data ingestion, transformation, model building, training, and saving, to deployment much more easily. They launched TensorFlow Datasets, a collection of commonly used ML datasets prepared for simple spend in TensorFlow.

    Developers in Rome new to ML are using TensorFlow to help paleographers decipher medieval manuscripts

    Along with the TensorFlow 2.0 alpha release, they are providing conversion and migration tools and documentation to help with the transition from 1.x code to 2.0. These and many more resources, examples, and case-studies on TensorFlow can subsist accessed from the new website.

    Power to experiment and invent

    TensorFlow is accelerating state-of-the-art research. This begins with flexibility for researchers to prototype their ideas quickly, try many experiments, and iterate. With new features in TensorFlow 2.0 such as agog execution by default, intuitive Python control flows, automatic optimization of agog code with tf.function, and greatly improved mistake messaging, they are enhancing the researcher progress experience.

    Researchers at NERSC at Lawrence Berkeley National Laboratory, Oak Ridge National Laboratory, and NVIDIA won the Gordon Bell Prize for successfully scaling a abysmal learning application on the apex supercomputer using TensorFlow to study the effects of extreme weather

    Large scale research in machine learning besides requires massive parallel computing. Since terminal year, they occupy accelerated training on 8 V100s by more than 2x. Using a Cloud TPU v2, we’ve boosted performance by 1.6x, and with Intel MKL acceleration they occupy improved inference speed by more than 3 times. Getting considerable out of the box performance is a majestic focus of TensorFlow 2.0, and a core section of their progress towards final release.

    The TensorFlow ecosystem includes a big collection of very powerful add-ons that expand TensorFlow in new and useful ways. Some of the add-ons that they described include:

  • TensorFlow Federated: a library for federated learning to acquire advantage of decentralized data announced at the event
  • TensorFlow Privacy: a library in progress with tools to help train models with differential privacy
  • TensorFlow Probability: library for using probabilistic methods in ML models for making predictions dealing with uncertainty and incorporating domain knowledge
  • TensorFlow Agents: library for reinforcement learning in TensorFlow 2.0
  • Advances in text and sequence processing such as uphold for Unicode text and the new RaggedTensor nature for data with non-uniform shapes
  • Mesh TensorFlow: a powerful library for researchers to build and train massively large-scale models using parallelism techniques
  • Sonnet from DeepMind: an case of how research labs can build their own libraries on top of the modular and extensible framework of TensorFlow
  • Production on any platform with any language

    Taking models from research to production has always been a core force and focus for TensorFlow. Using TensorFlow, you can deploy models on a number of platforms such as servers, in the cloud, mobile and other edge devices, browsers, and many other Javascript platforms.

    Engineers at Airbnb are using TensorFlow to accurately classify millions of home images uploaded a day at scale TensorFlow for Production

    TensorFlow Extended (TFX) brings the management of the entire machine learning lifecycle to their users. It has several component libraries and they announced new features in these components, but more significantly, the new orchestration uphold puts it All together to provide users with an integrated end-to-end platform (see case here). With uphold for your own orchestrator, the TFX components integrate with a metadata store. This store keeps track of All the component runs, the artifacts that went into them, and those that were produced. This enables advanced features infatuation experiment tracking, model comparison, etc. that will greatly help production spend cases.

    TensorFlow for Mobile & IoT

    TensorFlow Lite, their solution for running models on mobile and embedded systems, has exploded globally and is now running on more than 2 billion mobile devices — leading the next generation of ML on device. It’s helping users decipher spend cases infatuation predictive text generation, image classification, object detection, audio recognition, text to speech and speech to text recognition, video segmentation, and edge detection among many others.

    At the event, they heard how global internet companies such as Alibaba XianYuin and Netease are using TensorFlow Lite to provide users with better application experiences. They besides talked about TensorFlow Lite’s incredible ML performance and how it’s powering ML in marquee Google applications such as Search, Assistant, Photos and Pixel.

    There occupy been major improvements to TensorFlow Lite’s general usability and model conversion features alongside an increased focus on optimization (i.e. quantization) and performance (i.e. GPU acceleration). They besides showed how TensorFlow Lite is powering machine learning on the edge and IoT on platforms such as Coral TPUs and microcontroller boards (MCU).

    TensorFlow for Javascript

    Javascript is one of the most used programming languages, and TensorFlow.js brings ML to JavaScript developers. Since launch, it has seen tremendous adoption by the community with over 300,000 downloads and 100 contributors. At the summit, they announced TensorFlow.js version 1.0. Major features of this release involve significant performance improvements (MobileNet v1 is 9 times faster in browser for inference compared to terminal year), many new off-the-shelf models for web developers to incorporate into applications, and uphold for more platforms where JavaScript runs. Companies infatuation AirBnb and Uber among others are using TensorFlow.js in production environments and they are seeing improbable new use-cases emerge daily in their community gallery of TensorFlow.js projects.

    In addition to deployment, TensorFlow.js can subsist used for pile and training machine learning models directly in JavaScript either in browser or with Node.js support.

    Swift for TensorFlow

    We besides shared their progress with the new Swift for TensorFlow package. With version 0.2 just released, users can contemplate increased usability and try out this novel ML paradigm. To beget it easier to secure started with Swift, they launched a new machine learning course using Swift for TensorFlow by

    Commitment to community growth

    The success of TensorFlow is in big section due to its improbable and growing community of users and developers. They occupy developed TensorFlow 2.0 in close tryst with the community, via an open RFC process, many new Special Interest Groups, and their Google Developer Expert community feedback and testing.

    We occupy launched a new #PoweredByTF campaign and are discovering improbable new projects being built by their users. They announced the Google Summer of Code program where students can apply to near work with the TensorFlow engineering team for some hands-on development. They are besides launching a new Powered by TF Challenge hosted on DevPost specifically for users to create and partake their latest and greatest with TensorFlow 2.0.

    Great educational resources are key to machine learning democratization and adoption. They announced two new educational resources to beget it easier for beginners and learners to secure started with TensorFlow. The first one is’s Course 1 — “Intro to TensorFlow for AI, ML and DL”, section of the TensorFlow: from Basics to Mastery succession hosted on Coursera. The second one is Udacity’s Intro to TensorFlow for abysmal Learning. Both courses are designed with developers in repartee and require no prior machine learning smack and are available now.

    And finally, they announced TensorFlow World, a new week-long conference dedicated to fostering open source collaboration and All things TensorFlow. This conference, co-presented by O’Reilly Media and TensorFlow, will subsist held in Santa Clara, CA on the week of October 28. Their vision is to bring together the improbable TensorFlow world and give an opening for folks to connect with each other. call for proposals is open for attendees to submit acute TensorFlow project papers or for companies to showcase their solutions using TensorFlow, and they can’t wait to contemplate you there.

    At Google, they believe AI research and applications will forward faster when All users occupy access to the best tools, allowing everyone to participate. TensorFlow is dedicated to helping empower All ML users. We’re committed to working with the community to beget TensorFlow simple for everyone and to pursue AI for good!

    Beyond Compliance: The Ethics Behind the New Data Protection Rules | real questions and Pass4sure dumps

    bird eating breadcrumbsThe days of companies collecting consumer's breadcrumbs may subsist coming to a close as regulations infatuation the GDPR near into upshot PHOTO: Eric Sonstroem

    As Europe looks to interpolate its new general Data Protection Regulations (GDPR) in 2018, the arguments for and against more regulation continue to build.

    Whether you are a customer or vendor though, the GDPR pledge to unify — and therefore simplify — the compliance requirements for data protection is a positive.

    Are Regulations and Compliance Enough?

    Of course, GDPR only applies to companies doing trade within Europe, but it is a step in the right direction for the all world. The current status quo leaves organizations to cobble together their own requirements, which for vendors and customers alike, are creating huge barriers to trade innovation.

    However, the trade-off between innovation from more sophisticated data analytics and the risk of litigation for non-compliance, remains ever-present. They All want the benefits that can accrue through appropriately targeted analytics, but at what cost?

    The bigger question, though, is whether regulations and compliance can subsist enough to create the desired behaviors.

    Looking Through the Ethics Lens

    At a recent conference on data privacy in Sydney, Australia, ethics expert and executive director of the Ethics Centre Simon Longstaff, noted, “When technical mastery is divorced from ethical intent, you secure tyranny.”

    Longstaff encouraged companies to apply their own ‘ethics lens’ when developing new applications that might establish personal privacy at risk.

    Legal Compliance

    At that very event, Data Governance Australia chairman Graeme Samuel suggested that legal compliance lonely will not subsist sustainable in the long term, and that it will not only stifle innovation, but fail to deliver the best outcomes for consumers.

    The unifying tenet of these arguments is that regulations will never sustain up with the pace of technological development, so they requisite to notice at other ways to govern the inappropriate spend of personal data.

    Perhaps that approach can subsist establish in the market itself?

    Just motto No to Privacy Concerns

    A recent Australian national privacy survey indicated that around 60 percent of respondents pick not to deal with organizations that create privacy concerns for them. And these privacy concerns aren’t just related to unlawful activities.

    For example, inside the enterprise, the conception of tracking ‘digital footprints’ is not new. Yet, although email archives are typically the legal property of the enterprise, most organizations will avoid applications that beget their employees feel that their privacy is being compromised.

    Building Consumer Trust

    Tech companies are besides cognizant that their requisite to build trust with their customers goes artery beyond their legal obligations. Google’s ‘Don’t subsist Evil’ code of conduct was an early acknowledgement of the potential power the company has over people’s lives.

    On a smaller scale, when my company called itself SWOOP Analytics, one of their founders quickly identified the danger of that denomination being turned into ‘SNOOP Analytics’ instead.

    Looking Beyond Compliance

    As the GDPR rolls out, many services are becoming available to help both vendors and clients comply with the new rules. But as I occupy highlighted, compliance is not the halt game.

    In fact, it would subsist naïve to deem that the opening won’t quiet exist for deportment that technically complies with GDPR regulations but is quiet unethical. Therefore, GDPR advice needs to proceed beyond compliance to address more fundamental aspects of what constitutes ethical behavior.

    Scary Data Protection Risks

    Nor is the line between ethical and non-ethical deportment black and white. In a recent discussion with a friend who sits on the boards of several publicly traded companies, she noted that they were continuously receiving presentations from IT security groups.

    She reflected that the presenters did a considerable job of identifying data protection risks that could “scare the animate daylights out of you.”

    The 5 Tenets of Risk Management 101 

    The dilemma, then, is getting the equipoise right. Beyond the given of legal compliance, it comes down to risk management 101:

    1. Identify the risks

    For the consumers, enterprises and vendors alike, what are the worst things that could happen if personal data were to subsist lost? For example, someone finding out your gender might lead to some unwanted advertising. Losing access to fiscal information would, however, subsist potentially far more damaging.

    2. Determine your vulnerability to the identified risks

    Inside the enterprise, individuals will subsist required to provide personal details to their employers. For example, employers will requisite your banking details to pay you. Understanding the potential vulnerabilities in your employer’s systems, as well as those of your bank, is very important.

    3. Assess the likelihood that these risks could materialize

    Using the previous example, even if someone were to acquire your banking details, what is the likelihood that they would subsist able to carry out any material damage? Over time, consumers occupy become more relaxed about providing personal details on platforms infatuation Facebook and LinkedIn as they start to assess their own cost/benefit trade-offs for doing so.

    4. Identify what actions you can acquire to mediate identified risks

    Social platforms now provide you with many options to manage your personal exposure. Interestingly, fewer than 50 percent of us ever bother to spend them.

    5. Prioritize and implement your risk mitigation actions

    Whether you are an individual, vendor or enterprise, the best artery to create the right equipoise for you between risk and reward will subsist to carefully prioritize your risk reduction strategies and tactics.

    Laurence Lock Lee is the co-founder and chief scientist at Swoop Analytics, a solid specializing in online social networking analytics. He previously held senior positions in research, management and technology consulting at BHP Billiton, Computer Sciences Corporation and Optimice.

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