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HP0-921 Supporting the Enterprise Modular Library (EML)

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HP0-921 exam Dumps Source : Supporting the Enterprise Modular Library (EML)

Test Code : HP0-921
Test cognomen : Supporting the Enterprise Modular Library (EML)
Vendor cognomen : HP
exam questions : 70 actual Questions

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HP Supporting the Enterprise Modular

Hewlett Packard commerce Launches Platform for true-Time Processing at the Telecommunications district | killexams.com actual Questions and Pass4sure dumps

Hewlett Packard commerce (HPE) announced the HPE Edgeline EL8000 Converged fraction gadget to assist communication service providers (CSP) capitalize on records-intensive, low-latency services for media start, related mobility, and sensible cities. the brand fresh gear helps enable CSPs to manner mountainous quantities of data in actual time directly at the side, according to open requisites to boost flexibility and chop back expenses.  HPE moreover announced collaborations with Samsung and Tech Mahindra to hurry up CSPs 5G adoption, leveraging the HPE Edgeline EL8000 Converged district gear to installation the subsequent era of facet-centric virtual 5G purposes.

To deliver fresh features that tap into the boom of actual-time facts, CSPs ought to radically change their telecommunications community facet towards commonplace IT systems and application-defined architectures, reminiscent of digital radio entry networks (vRAN) and digital cable modem termination systems (vCMTS). The open specifications based mostly HPE Edgeline EL8000 Converged district system turned into hence developed as a expense advantageous substitute for CSPs’ present proprietary district systems, with improved performance and versatility for information-intensive real-time digital capabilities. moreover, the HPE Edgeline EL8000 Converged district gadget’s design grants elevated efficiency and extremely-low latency for essentially the most disturbing consume situations, including media streaming, IoT, synthetic intelligence, and video analytics, in a compact and ruggedized benevolent component, geared up with district optimized serviceability and remote programs administration.

The huge boom of information volumes requires that CSPs deploy high-performance aspect methods of their cellphone sites, commonly in remote and fierce environments.  additionally, this infrastructure ought to assist many workload and satisfactory-of-service necessities for which tailor-made slices of the network are employed.  The HPE Edgeline EL8000 Converged side gear grants a combination of capabilities to fullfil these challenges, including:

  • Compact and ruggedized design optimized for harsh mobile-website areas – Exceeding the requirements of industry necessities NEBS and ASHRAE nature 3 and four, the gadget is resistant against hazardous environmental influences relish heat, shock and vibration, as well as failover, supporting continuous operation between 0 and fifty five degrees Celsius. The system can dash rack set up or stand-alone in any district obtainable, with either a entrance-to-lower back and back-to-entrance cooling design.
  • Low-latency, high-efficiency gadget design powers statistics intensive functions on the district – the only-socket design, fitted with high-conclusion Intel Xeon Scalable Processors, reduces latency and power consumption. gadget components will moreover exist combined, scaled and sizzling-swapped to fulfill changing demands, helping, amongst others, NVIDIA Tesla GPUs, FPGAs from Intel and Xilinx, NICs from Intel or Mellanox, up to 1.5TB of reminiscence and 16TB of storage.
  • Modular blade and chassis alternatives to exist used-case flexibility – With various depth and width alternatives for blades and chassis, the gear will moreover exist flexibly configured and scaled to fulfill fresh or altering use-case requirements. The bendy design enables CSPs to prolong small- and microcell deployments, guaranteeing that cellular coverage can preserve tempo with expanding numbers of connected contraptions.
  • One-click on provisioning and faraway programs management ensures continuous availability and performance in some distance-flung phone-sites – HPE’s HPE iLO 5 technology and the newly developed chassis supervisor application allow remote provisioning, ongoing gadget health monitoring, updates, and management of HPE Edgeline EL8000 Converged facet methods throughout lots of telephone sites, from phone towers to oil rigs, with out wanting IT expertise on web page.
  • To assist CSPs accelerate their 5G transformation, HPE and Samsung Electronics organisation (SEC) are taking fraction to deliver a joint side-to-core vRAN commerce respond according to Samsung’s radio network technologies and system integration functions, and the HPE Edgeline EL8000 Converged edge system.

    whereas some CSPs purpose to install 5G from 2020 onwards, others might moreover no longer exist capable of accomplish so for just a few years, doubtlessly leaving complete regions without 5G insurance.  As fraction of this meantime procedure CSPs are turning to multi-access fraction computing (MEC) utility, which provides lots of the merits of 5G, however the consume of 4G LTE infrastructure.  due to this, HPE is taking fraction with Tech Mahindra, a worldwide chief in MEC software, to carry MEC options in accordance with the HPE Edgeline EL8000 Converged fraction gadget. 

     The HPE Edgeline EL8000 Converged aspect device should exist attainable international from June 2019.


    HP modular swap prepped for quicker Wi-Fi | killexams.com actual Questions and Pass4sure dumps

    HP is beefing up its modular campus switch to tackle the throughput of instant access features in line with the newest 802.11ac ordinary.

    The enterprise added at Interop this week a Wi-Fi module for the HP 5400R zl2. The commerce moreover delivered a community troubleshooting utility known as network Visualizer SDN.

    The module's basis is HP's latest utility-specific integrated circuit (ASIC). The HP modular switch needs the ASIC to procedure information flows from 802.11ac access points (APs). Many agencies flawless started swapping out slower 802.11n APs remaining yr. by means of the finish of this 12 months, the number of shipments of 802.11ac instruments will surpass that of the older models, in line with IDC.

    The module ensures the 5400R zl2 is silent positive in a network of subsequent generation APs. The present fresh release of 802.11ac, known as Wave 1, has greater than double the throughput of 802.11n. it may well additionally wield many greater mobile instruments per AP.

    Module prevents 'rip and substitute'

    HP valued clientele are expecting to develop consume of a change for as many as 10 years, so the vendor has to prolong the life of the hardware when fresh know-how is added within the network, observed label Thompson, director of global product line administration in HP Networking.

    "What they are looking to accomplish is not must rip and exchange machine within the wiring closet anytime they travel through that entry point improve," he said.

    The upgrade to 802.11ac Wave 1 APs is painless for most organizations since the contraptions don't require a cable upgrade. Cat5e and Cat6 cables used through nearly flawless of organizations can tackle the bigger throughput of Wave 1 gadgets, as lengthy as it doesn't exceed 1 gigabit per second.

    Wave 2 may exist more not easy. The technology gives as much as five times the bandwidth of Wave 1 and helps as much as four times the number of simultaneous connections per AP.

    organizations trying to approach near those multiples will possible requisite to develop a dear upgrade to Cat6a. organizations believe time to develop a determination a way to contend with Wave 2, youngsters. The variety of cell instruments assisting the common is anticipated to wait miniature for a pair of years.

    Multi-gig aid with today's cabling

    Two vendor alliances and the IEEE are engaged on necessities for assisting 2.5 and 5 Gigabit Ethernet over Cat5e and Cat6. Such rates would exist elevated sufficient for many companies.

    The HP module provides multi-gig lead over Cat5e and Cat6. Taking edge of the skill in the switch requires the identical lead within the AP. "If both facet doesn’t, then it falls back to 1 Gigabit per 2d Ethernet," talked about Mike Fratto, analyst for current analysis.

    Multi-gig assist is expected in APs from Aruba Networks, which HP talked about it plans to purchase via October for $2.7 billion.

    The HP 5400R zl2 sequence v3 Module is scheduled for release may additionally 1. Pricing will latitude from $3,299 to $6,799.

    network Visualizer helps diagnose and fix community bottlenecks. The troubleshooting software is advantageous in correcting complications inside a application-described network (SDN), primarily one constructed around HP's virtual software Networks OpenFlow controller.

    network Visualizer is set for liberate in June.


    HP offers software robots their personal IDs to audit their actions | killexams.com actual Questions and Pass4sure dumps

    Robots are replacing employees in the commercial enterprise, particularly folks that accomplish repetitive tasks. So-referred to as robotic system automation (RPA) contains software programs that accomplish predetermined initiatives on a daily, weekly or month-to-month groundwork. an excellent example could exist checking invoices in an bills receivable department or performing conclusion-of-month accounting.

    there's an issue birthright here, though. How accomplish you maintain music of what your robots are as much as? ensuring that your bills-payable RPA doesn't genesis sending funds to a prince in Nigeria looks relish a marvelous idea. Enter HP's fresh Digital identity for RPAs.

    "RPA is taking the industry by storm," Jayaraman Krishnamurthy, manager RPA assist at HP, tells CSO. "the key to this automation is the chore needs to exist repetitive in nature. Checking invoices for correctness, posting an bill, developing an audit.... these are tremendously most desirable RPA examples. they can consume a software robot to mimic that."

    however how accomplish you maintain song of what an automated manner does? How accomplish you audit its actions, and fetch well when it makes a mistake? "error will whirl up. How can they mitigate and approach returned from that?" Krishnamurthy asks. "Digital identification ensures that you may believe suitable manage and ownership."

    in contrast to actual robots engaged on, say, a motor vehicle meeting line, or not it's a miniature less obtrusive what utility robots are doing and how to establish after they malfunction. As RPAs received traction within the commercial enterprise, they customarily ran the consume of an employee's identification — and credentials. although, here is a needy safety exercise and makes it arduous to audit who did what. "when they are looking to understand who passed [a transaction], the robotic or the worker, it will moreover exist difficult for us to seize note, since the IDs aren't wonderful," Krishnamurthy says.


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    Supporting the Enterprise Modular Library (EML)

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    Hyperledger Onboards 12 fresh Members Including Alibaba Cloud, Deutsche Telekom and Citi | killexams.com actual questions and Pass4sure dumps

    Hyperledger has onboarded 12 fresh members, including such major firms as Alibaba Cloud, Citi, and Deutsche Telekom, according to an announcement published on Dec. 11.

    Launched in 2016, Hyperledger is an open source project created by the Linux Foundation and created to back the progress of blockchain-based distributed ledgers.

    The fresh members were announced at the Hyperledger Global Forum in Basel, Switzerland. The latest generic members that joined the initiative embrace Alibaba Cloud, a subsidiary of the e-commerce giant; pecuniary services arduous Citigroup, Deutsche Telekom, one of the largest telecoms providers in Europe; and European blockchain trading platform we.trade, among others.

    Hyperledger executive director Brian Behlendorf said that “the growing Hyperledger community  reflects the increasing jiffy of open source efforts to build enterprise blockchain technologies across industries and markets.” Beth Devin, Head of Innovation Network and Emerging Technology at Citi Ventures said:

    “We believe blockchain has the potential to drive fresh forms of efficiency and develop fresh markets, and are pleased to unite the Hyperledger project to further their exploration.”

    This month, the Hyperledger Technical Steering Committee approved the Ursa project, a modular cryptography software library. Ursa is meant to avoid wasted toil on duplicate projects, enhancing security by simplifying analysis and making it “less likely for less experienced people to create their own less secure implementations.”

    In October, the central bank of Germany, Deutsche Bundesbank, and securities marketplace organizer Deutsche Boerse (DB) successfully completed the crucible of a blockchain solution in the settlements area. The transaction volume and hurry of a production system were tested on the Hyperledger Fabric framework and Digital Asset, a distributed ledger (DLT) solution for the pecuniary sector.


    Machine Learning in a Box (Week 8): SAP HANA EML and TensorFlow Integration | killexams.com actual questions and Pass4sure dumps

    A Quick Recap

    Last time, they looked at how to consume Jupyter notebooks to dash kernels in Python and R and even SQL. I'll exist honest, Jupyter is now my fresh "go to" tool.

    I even contributed to the SQLAlchemy for SAP HANA GitHub repository recently to add the back of HDB User Store, which will allow you to connect without providing your user credentials in one of the cells.

    I hope you flawless managed to try this out, and probably some of you already decided to switch from the "good old" Eclipse IDE and its SAP HANA Tools plugin to dash your SQL.

    I know that I promised to dive into the TensorFlow integration over and over.

    All is now available and ready!!! I believe fixed the miniature technical difficulties on my NUC and my Virtual Machines.

    I moreover upgraded to HXE SPS03, which I highly recommend you doing so as well.

    For example, SPS03 brings the back of INT64 to SAP HANA EML (else you will requisite to adjust your models signature and cast your tensors to float).

    So, let's fetch started!

    You probably flawless heard about Google TensorFlow and how it can serve you decipher many Machine Learning problems especially when it requires the consume of neural networks or profound Learning.

    It is true that there are many applications where profound Learning and neural networks believe reached a flat of accuracy that now surpasses human capabilities. Also, thanks to hardware evolution and cloud resources, you can now complete the tasks in a fraction of the time that was required a few years back.

    I won't fake that I can define flawless the details about the benefits of profound Learning, neural networks, or even TensorFlow, as there is plenty of content out there from people with much more sustain and credits than I have.

    So today, my goal will exist to serve you fetch started with the SAP HANA External Machine Learning and TensorFlow integration.

    Using TensorFlow implies some understanding of the TensorFlow programming concepts but moreover some Python coding skills. And I really cheer you to believe a peek at the TensorFlow fetch started and Tutorials pages.

    About TensorFlow and TensorFlow Serving (a.k.a ModelServer)

    TensorFlow ™ is an open-source software library for high-performance numerical computation. Its springy architecture allows simple deployment of computation across a variety of platforms (CPUs, GPUs, TPUs), and from desktops to clusters of servers to mobile and edge devices.

    Originally developed by researchers and engineers from the Google Brain team within Google's AI organization, it comes with strong back for Machine Learning and profound Learning and the springy numerical computation core is used across many other scientific domains.

    For more details, you can check the TensorFlow web site.

    TensorFlow™ Serving is a flexible, high-performance serving system for Machine Learning models, designed for production environments. It makes it simple to deploy fresh algorithms and experiments while keeping the same server architecture and APIs. It moreover provides out-of-the-box integration with TensorFlow models but can exist easily extended to serve other types of models and data.

    For more details, you can check the TensorFlow Serving web site.

    About SAP HANA External Machine Learning (EML)

    The integration of Google TensorFlow within SAP HANA is based on the SAP HANA Application role Library (AFL), meaning that you believe now the skill to interact with your TensorFlow models from within SQLScript executed in SAP HANA.

    Using Google's gRPC remote procedure call, SAP HANA will access models exported in the SavedModel format from the TensorFlow Serving system.

    Here is a quick diagram explaining the interactions:

    For more details, you can check the SAP HANA External Machine Learning Library (EML) documentation.

    Installing SAP HANA EML, TensorFlow, and TensorFlow Serving

    The SAP HANA External Machine Learning (EML) library is fraction of the SAP HANA, express edition downloadable package, so there is no trick here around its installation. You can simply result the installation guide.

    Regarding TensorFlow and TensorFlow Serving, you can install directly on your SAP HANA, express edition server or any other machine.

    But here is the "trick."

    If you settle to install TensorFlow Serving on a SUSE Linux Enterprise or Red Hat Enterprise Linux system (which are the officially supported platforms for SAP HANA, express edition), you will requisite to compile it from the ground.

    If you settle to install it on SAP HANA, express edition downloadable virtual machines, then you are moreover using SUSE Linux Enterprise, so you will requisite to compile it too.

    And if you want to install it on Debian/Ubuntu distributions, the installation is pretty straightforward, it is as simple as something like:

    apt-get install tensorflow-model-server

    For particular step by step setup instructions, I produced the following tutorial that guides you through the process:

    This tutorial cover Debian/Ubuntu distributions, SUSE Linux Enterprise and Red Hat Enterprise.

    The TensorFlow SavedModel Format Explained

    When exposing your TensorFlow models in TensorFlow Serving for SAP HANA consumption, you requisite to redeem them using the SavedModel format as documented in the SAP HANA EML documentation.

    You requisite to pay a particular attention to the model Signature definition, especially the shapes used for the input and output elements.

    The following 2 examples will highlight some of the common situations you will requisite to address when using content available on the TensorFlow site.

    Image Retraining

    For the Image Retraining scenario, here is the default signature definition that will exist generated when using the provided retrain script:

    The given SavedModel SignatureDef contains the following input(s): inputs['image'] tensor_info: dtype: DT_FLOAT shape: (-1, 299, 299, 3) name: Placeholder:0 The given SavedModel SignatureDef contains the following output(s): outputs['prediction'] tensor_info: dtype: DT_FLOAT shape: (-1, 5) name: final_result:0 Method cognomen is: tensorflow/serving/predict

    You can note that there is an input tensor ( and an output tensor (prediction).

    The input tensor has the following shape (-1, 299, 299, 3), which a rank 4 shape, a 4 dimensions input.

    In other words, you can delineate the input as a vector where each vector entry is a 299 by 299 table (representing the 299 by 299 pixels of the input image) where each table cell represents a vector of 3 floats elements (representing the 3 RGB colors).

    You can check the following link for more details about Tensor dtype and shape.

    However, SAP HANA EML only back input tensors of rank two at most which match a table or matrix form.

    Therefore, I've added some steps in my tutorial to define how to add a sequence of steps that process a raw image blob represented as a string and transforms it into the expected shape.

    The following signature will then exist generated:

    The given SavedModel SignatureDef contains the following input(s): inputs['inputs'] tensor_info: dtype: DT_STRING shape: (-1) name: RawJPGInput:0 The given SavedModel SignatureDef contains the following output(s): outputs['classes'] tensor_info: dtype: DT_STRING shape: (-1, 5) name: index_to_string_Lookup:0 outputs['scores'] tensor_info: dtype: DT_FLOAT shape: (-1, 5) name: TopKV2:0 Method cognomen is: tensorflow/serving/predict

    With this signature, to process a SAP HANA EML muster for this model, you will provide:

  • one input table/view with one column that represents the image raw blob
  • one output table with ten float columns (5 for the classes and 5 for the scores)
  • Iris Classification Problem

    With the Iris classification problem, the original script doesn't actually embrace a redeem function.

    In most content available online, you will exist advised to redeem your models using the "parse example" API and define the serving input receiver relish this:

    def serving_input_receiver_fn(): feature_spec = tf.feature_column.make_parse_example_spec(feature_columns) return tf.estimator.export.build_parsing_serving_input_receiver_fn(feature_spec)()

    At the end, the input signature will finish up relish this:

    inputs['inputs'] tensor_info: dtype: DT_STRING shape: (-1) name: input_example_tensor:0

    The Iris model actually uses four input floats to delineate the Petal and Sepal width and length.

    Where did they travel if now it expects only one string?

    Here is the saved model graph for the Iris model with the "parse example" API:

    When using the "parse example" API, it assumes that you will exist using tf.train.Example Protobuf objects as an input.

    A tf.train.Example Protobuf object contains a Features object, which contains a map of Feature, which is a list float (FloatList), byte (ByteList), or integer (Int64List).

    The tf.train.Example Protobuf objects are not supported by SAP HANA EML.

    Instead, you will requisite to redeem the model using the raw tensors and produce a model graph that looks relish this instead:

    You can achieve that with a piece of code relish this:

    # Define the input receiver spec feature_spec = { 'PetalLength': tf.placeholder(dtype=tf.float32, shape=[None,1], name='PetalLength'), 'PetalWidth' : tf.placeholder(dtype=tf.float32, shape=[None,1], name='PetalWidth'), 'SepalLength': tf.placeholder(dtype=tf.float32, shape=[None,1], name='SepalLength'), 'SepalWidth' : tf.placeholder(dtype=tf.float32, shape=[None,1], name='SepalWidth'), } # Define the input receiver for the raw tensors def serving_input_receiver_fn(): return tf.estimator.export.build_raw_serving_input_receiver_fn(feature_spec)()

    Which will finish up generating the following signature:

    The given SavedModel SignatureDef contains the following input(s): inputs['PetalLength'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: PetalLength:0 inputs['PetalWidth'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: PetalWidth:0 inputs['SepalLength'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: SepalLength:0 inputs['SepalWidth'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: SepalWidth:0 The given SavedModel SignatureDef contains the following output(s): outputs['predicted_class_id'] tensor_info: dtype: DT_INT64 shape: (-1, 1) name: dnn/head/predictions/ExpandDims:0 outputs['probabilities'] tensor_info: dtype: DT_FLOAT shape: (-1, 3) name: dnn/head/predictions/probabilities:0 Method cognomen is: tensorflow/serving/predict

    With this signature, to process a SAP HANA EML muster for this model, you will provide:

  • four distinct input tables/views with one column each that represents the Petal and Sepal width and length (it will exist using the tensor alphabetical order, as in the signature order)
  • one output table with four columns, one integer column for the predicted class id and three floats for the classes probability
  • As you can notice, each input is using a distinct table/view, whereas flawless the outputs are stored into a single table.

    Note: DT_INT64 nature is not supported with SPS02 or prior, you will requisite to cast it to a DT_FLOAT type

    Serve a TensorFlow Model in SAP HANA, Express Edition

    Now, let's deploy a TensorFlow model and consume it in SAP HANA, express edition!

    Actually, it's not going to exist one, but two models that I believe content available for. One that uses the well know Iris Flowers dataset and one that process Flowers images.

    The concept with the second model was to demonstrate how a blob representing an image stored in SAP HANA could exist processed thru the EML library.

    And here are the tutorial links:

    You can, of course, consume a different set of images to retrain your ImageNet model.

    Executing an EML muster is no different from other AFL call. Here is the example for Iris:

    SET SCHEMA EML_DATA; -- Define table types for iris CREATE nature TT_IRIS_PARAMS AS TABLE ("Parameter" VARCHAR(100), "Value" VARCHAR(100)); CREATE nature TT_IRIS_FEATURES_SEPALLENGTH AS TABLE (SEPALLENGTH FLOAT); CREATE nature TT_IRIS_FEATURES_SEPALWIDTH AS TABLE (SEPALWIDTH FLOAT); CREATE nature TT_IRIS_FEATURES_PETALLENGTH AS TABLE (PETALLENGTH FLOAT); CREATE nature TT_IRIS_FEATURES_PETALWIDTH AS TABLE (PETALWIDTH FLOAT); CREATE nature TT_IRIS_RESULTS AS TABLE ( -- when SPS02 or prior, develop PREDICTED_CLASS_ID nature FLOAT instead of INTEGER PREDICTED_CLASS_ID INTEGER, PROBABILITIES0 FLOAT, PROBABILITIES1 FLOAT, PROBABILITIES2 FLOAT ); -- Create description table for procedure creation CREATE COLUMN TABLE IRIS_PROC_PARAM_TABLE ( POSITION INTEGER, SCHEMA_NAME NVARCHAR(256), TYPE_NAME NVARCHAR(256), PARAMETER_TYPE VARCHAR(7) ); -- Create the result table CREATE TABLE IRIS_RESULTS relish TT_IRIS_RESULTS; -- Drop the wrapper procedure CALL SYS.AFLLANG_WRAPPER_PROCEDURE_DROP(CURRENT_SCHEMA, 'IRIS'); -- Populate the wrapper procedure parameter table INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (1, CURRENT_SCHEMA, 'TT_IRIS_PARAMS' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (2, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_PETALLENGTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (3, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_PETALWIDTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (4, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_SEPALLENGTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (5, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_SEPALWIDTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (6, CURRENT_SCHEMA, 'TT_IRIS_RESULTS' , 'out'); -- Create the wrapper procedure CALL SYS.AFLLANG_WRAPPER_PROCEDURE_CREATE('EML', 'PREDICT', CURRENT_SCHEMA, 'IRIS', IRIS_PROC_PARAM_TABLE); -- Create and populate the parameter table CREATE TABLE IRIS_PARAMS relish TT_IRIS_PARAMS; INSERT INTO IRIS_PARAMS VALUES ('Model', 'iris'); INSERT INTO IRIS_PARAMS VALUES ('RemoteSource', 'TensorFlow'); INSERT INTO IRIS_PARAMS VALUES ('Deadline', '10000'); -- Create the input views CREATE VIEW IRIS_FEATURES_SEPALLENGTH AS SELECT SEPALLENGTH FROM TF_DATA.IRIS_DATA ORDER BY ID; CREATE VIEW IRIS_FEATURES_SEPALWIDTH AS SELECT SEPALWIDTH FROM TF_DATA.IRIS_DATA ORDER BY ID; CREATE VIEW IRIS_FEATURES_PETALLENGTH AS SELECT PETALLENGTH FROM TF_DATA.IRIS_DATA ORDER BY ID; CREATE VIEW IRIS_FEATURES_PETALWIDTH AS SELECT PETALWIDTH FROM TF_DATA.IRIS_DATA ORDER BY ID; -- muster the TensorFlow model CALL IRIS (IRIS_PARAMS, IRIS_FEATURES_PETALLENGTH, IRIS_FEATURES_PETALWIDTH, IRIS_FEATURES_SEPALLENGTH, IRIS_FEATURES_SEPALWIDTH, IRIS_RESULTS) WITH OVERVIEW; Conclusion

    Adding TensorFlow to their stack opens a huge set of capabilities including the skill to process images, videos and other nature of "unstructured" content relish text.

    You can moreover consume it for let's insist more classic models relish with the Iris dataset.

    Again ( and sorry for repeating myself), what you really to pay attention to is the signature input and output elements where the SAP HANA EML enforce some restrictions with the shape dimensions on the both the input and output.

    A huge thank you to Burkhard Neidecker-Lutz, Former Member and Christoph Morgen from the SAP HANA engineering team for their back when producing this content.


    Future-proofing the enterprise WLAN: 802.11ac access point options | killexams.com actual questions and Pass4sure dumps

    Wireless LAN vendors believe already begun touting 802.11ac access point options and migration paths for enterprises, even as the benchmark awaits completion.

    The 802.11ac specification -- dubbed "gigabit Wi-Fi" -- promises faster data transfer speeds than 802.11n from 450Mbps to 1.3 Gbps, and should accommodate a larger number of Wi-Fi-enabled devices. Enterprises are considering the 802.11ac benchmark as a way to future-proof their network as the number of wireless devices per user increases.

    Vendors present 802.11ac access point options, while protecting existing infrastructure investment

    Upgrading a wireless LAN can exist expensive and time-consuming to for IT department. Some networking vendors -- relish Cisco and Xirrus Inc. -- believe announced 802.11ac expansion modules that fit into existing 802.11n infrastructure.

    Cisco will start shipping expansion modules for its premium access point -- the Aironet 3600 sequence -- early next year. Network administrators can plug modules into existing 3600 access points to immediately back 802.11ac without ripping and replacing legacy technology, renowned Inbar Lasser-Raab, senior director of enterprise networking marketing at Cisco.

    The University of South Florida in Tampa (USF), which has deployed hundreds of Cisco's Aironet 3600 access points, has the 802.11ac benchmark on its radar as high-density classrooms and more wireless devices per student devour up bandwidth on the campus network.

    Using a plug-in module to upgrade an Aironet 3600 from an access point that supports 802.11n access to one that supports 802.11ac access will serve the school quickly help back for the 300 to 400 wireless devices students typically carry into a 150-seat classroom, and the 1,000 concurrent wireless users who fill up the university's library every day, said Joe Rogers, senior network engineer for USF. "Our students and facility are always hungry for more bandwidth, and [802.11ac] will definitely become their benchmark wireless technology once it's available," he said. Being able to attach a fresh module to existing technology offers some investment protection -- a profit for IT departments as the fresh wireless benchmark becomes finalized and ratified, he added.

    Xirrus, relish Cisco, moreover is easing its customers into the fresh benchmark by offering its fresh XR-2200 sequence field-upgradable wireless array, which has two open slots that will accept Xirrus 802.11ac modular access points when they are available. Customers will exist able to upgrade their infrastructure easily by opening each array and inserting the fresh radios for higher-bandwidth radios, said Bruce Miller, vice president of product marketing for Xirrus.

    Wi-Fi access points: Enterprises want investment protection

    Not every enterprise will glide to 802.11ac immediately. Many are silent upgrading to 802.11n, said Matthias Machowinski, directing analyst of enterprise networks and video for Campbell, Calif.-based Infonetics Research Inc. "It's likely that upgrades to 802.11ac will exist happening over the course of the next five to six years," he said.

    Many enterprises spurn to buy a fresh generation of network technology before standardization, even though early generations of pre-802.11n-standard products were successful. Some vendors are addressing users' concerns by offering an investment program aimed at providing their customers with the most up-to-date technology.

    Meru Networks Inc., a Sunnyvale, Calif.-based networking vendor, has announced an investment protection plan, in addition to a fresh wireless access point-- the AP332. The contrivance will allow users to buy the AP332 and three other 802.11n access points now, and upgrade to 802.11ac access points released in the future by paying an additional fee of $499, said Manish Rai, vice president of product marketing for Meru.

    While enterprises will not glide to 802.11ac immediately, the surge of bring your own device, or BYOD, policies and devices that will back the fresh benchmark natively is encouraging enterprises to reserve 802.11ac on their radar, Rai said. "For enterprises on the fence about whether to back 802.11ac now or next year, they are giving those customers a discount for trading up from their 801.11n products purchased now, to the 802.11ac product they will exist releasing next year," he said.

    Xirrus moreover has announced an investment contrivance for customers who might wait until 802.11ac is finalized before upgrading. The pre-order program will give discounts to customers ordering 802.11ac modules ahead of their generic availability next year.

    "Vendors should exist coming up with prudent ways to serve enterprises invest in technology," Machowinski said. "Users want to buy technology now, knowing the expense won't drop dramatically or won't exist supported in a few months."

    Let us know what you reflect about the story; email Gina Narcisi, tidings Writer, and result @GeeNarcisi on Twitter.



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