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70-774 - Perform Cloud Data Science with Azure Machine Learning? - BrainDump Information

Vendor Name : Microsoft
Exam Code : 70-774
Exam Name : Perform Cloud Data Science with Azure Machine Learning?
Questions and Answers : 37 Q & A
Updated On : February 15, 2019
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70-774 exam Dumps Source : Perform Cloud Data Science with Azure Machine Learning?

Test Code : 70-774
Test Name : Perform Cloud Data Science with Azure Machine Learning?
Vendor Name : Microsoft
Q&A : 37 Real Questions

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Microsoft Perform Cloud Data Science

accurate Cloud Computing products and functions Used by means of statistics Scientists | killexams.com Real Questions and Pass4sure dumps

A fresh survey published that sixty nine% of facts professionals have used at least one cloud computing product in the ultimate 5 years while 62% of records professionals have used at the least one cloud computing provider within the ultimate 5 years. probably the most ordinary cloud computing items include AWS Elastic Compute, Google Cloud Engine and AWS Lambda. essentially the most usual cloud computing services include Amazon internet services, Google Cloud Platform and Microsoft Azure.

The practice of facts science often include using cloud computing products and services to support statistics gurus entry the components needed to manage and technique records. To better be mindful the adoption of these equipment, I examined facts from a contemporary global look at by Kaggle. This survey look at of 23,859 statistics professionals become carried out in October of 2018 (2018 machine getting to know and facts Science Survey). This survey covered plenty of questions about statistics science, desktop gaining knowledge of, schooling and more. Kaggle launched the raw survey data and a lot of of their contributors have analyzed the statistics (see hyperlink above).

Most common Cloud Computing items

determine 1. Cloud computing products utilized in last 5 years. click photo to magnify.

The survey blanketed a question, “Which of here cloud computing products have you ever used at work or college within the past 5 years? (select all that observe).” Thirty-one p.c of information gurus surveyed pointed out they did not use any cloud computing items in the past 5 years. On commonplace, information authorities have used one (median) cloud computing product during the past 5 years. As viewed in determine 1, the top cloud computing products AWS Elastic Compute Cloud (35% of respondents pointed out they used this product), followed with the aid of Google Compute Engine (20%) and AWS Lambda (15%). The excellent 10 cloud computing items are rounded out through Azure virtual Machines, Google App Engine, Google Cloud capabilities, AWS Elastic Beanstalk, Google Kubernetes Engine, Azure services and AWS Batch.

Of the records experts who identified as an information scientist as their job title, 50% used AWS Elastic Compute Cloud, 42% used Google Compute Engine and 38% used AWS Lambda.

Most generic Cloud Computing services

determine 2. Cloud Computing features utilized in last 5 years. click on photograph to amplify.

next, I looked at adoption charges of cloud computing functions. The survey asked respondents, “Which of right here cloud computing features have you used at work or faculty in the closing 5 years (see figure 2). results confirmed that about sixty two% of records professionals used at least one cloud computing service in the past 5 years. On common, records professionals used just one (median) cloud computing provider during the past 5 years.

Adoption rates for cloud computing services are slightly lower than adoption quotes for ML frameworks. the most frequent ML items have been Amazon web capabilities (forty%), Google Cloud Platform (25%) and Microsoft Azure (20%). The final precise two cloud computing functions used are IBM Cloud (6%) and Alibaba Cloud (3%).

When statistics experts who had the job title of statistics scientist, practically 60% of them have used an ML product in the past 5 years, with the accurate three adopted cloud computing functions being Amazon web functions (50%), Google Cloud Platform (47%) and Microsoft Azure (45%).


statistics professionals are likely to use cloud computing products at a vastly higher rate than cloud computing services. essentially the most frequent cloud computing products, by a ways, become Amazon Elastic Compute Cloud, followed with the aid of Google Compute Engine and AWS Lambda. probably the most generic cloud computing carrier had been, so as, Amazon web features, adopted with the aid of Google Cloud Platform, Microsoft Azure, IBM Cloud and Alibaba Cloud.

i am excited to be attending the annual IBM suppose 2019 technology convention later this month (Feb 12-15) in San Francisco to learn about what IBM is doing within the enviornment of analytics and cloud computing. if you are going to attend the experience, please let me recognize if you’d like to meet up for a drink and dialog.

(Disclosure: IBM is helping me with trip prices to IBM believe 2019.)

Microsoft Invests in Databricks | killexams.com Real Questions and Pass4sure dumps


Databricks, the excessive-flying analytics startup situated by way of the creators of Apache Spark, introduced yet a further venture funding haul this week because it hustles to satisfy what it says is starting to be demand for its analytics platform.

The analytics expert introduced Tuesday (Feb. 5) it has raised an further $250 million in its latest funding round that protected new investor and cloud associate Microsoft. The collection E round was led by means of Andreessen Horowitz. Databricks has to date raised very nearly half-a-billion greenbacks and claims a corporation valuation of $2.75 billion.

Databricks’ capacity to appeal to expertise traders illustrates the capability of Spark proponents to position the analytics platform as a bridge from statistics science tasks to business-large AI equipment. The San Francisco-based startup mentioned greater than $one hundred in annual habitual revenues throughout 2018 as demand grows for its Unified Analytics Platform.

Noting that Databrick’s had no earnings three years in the past, CEO Ali Ghodsi asserted the startup’s swift growth and capacity to entice A-checklist investors illustrates the want for an analytics platform that “bridges the divide between huge information and desktop discovering.”

The startup’s “unified” framework is designed to funnel facts stored throughout agencies into records pipelines that may then be prepared into statistics units used for computer gaining knowledge of applications similar to model building. The Spark-primarily based strategy “enables businesses to do information science on big statistics units,” the business noted in announcing its newest founding circular.

Databricks credit accelerating adoption of its unified analytics platform to its launch final yr as a “first-birthday party built-in Microsoft Azure service.”

Microsoft’s participation in Databrick’s newest funding round “builds on our successful multi-12 months partnership round Azure Databricks, a primary-birthday celebration Azure provider that along with other Azure statistics capabilities like Azure data Warehouse is drastically simplifying huge facts analytics and synthetic intelligence options for many Microsoft valued clientele,” stated Rohan Kumar, corporate vice president of Microsoft’s Azure information unit.

Microsoft (NASDAQ: MSFT) is among becoming roster of cloud data warehouse providers comparable to Amazon Redshift, Google BigQuery and Oracle (NYSE: ORCL) upgrading computing and storage components to deliver records where it is needed as immediately as feasible.

The upgraded cloud providing blanketed native integration of the Microsoft Azure distribution of the Databricks’ analytics platform along with Blob Storage and energy BI. The package is intended to assist statistics warehousing and real-time analytics, Microsoft mentioned.

The method “areas records subsequent to compute in response to person access patterns and frequency,” Kumar said in announcing the improve closing may.

The carrier additionally incorporates a number of analytics and storage systems personalized for the cloud, together with native integration of the Microsoft Azure distribution of Apache Spark-based Databricks along with Blob Storage and power BI. The equipment is designed to guide information warehousing and actual-time analytics, the enterprise talked about.

becoming a member of within the newest Databricks funding round were Coatue administration, New business buddies, Battery Ventures, eco-friendly Bay Ventures, and Geodesic.

fresh items:

Microsoft Azure statistics Warehouse receives a Tune Up

Databricks improvements Spark guide, provides ML Runtime

Databricks, Talend extend Cloud access to Spark

Talend Introduces fast, Frictionless records Loading for Microsoft Azure | killexams.com Real Questions and Pass4sure dumps

Redwood city, Calif., Feb. 07, 2019 (GLOBE NEWSWIRE) -- Talend (NASDAQ: TLND), a worldwide leader in cloud statistics integration software, today introduced that sew records Loader now helps Microsoft Azure's SQL data Warehouse, providing probably the most easiest techniques for clients to get data into a quick, bendy and relaxed cloud information warehouse. available now, this goal-developed integration impulsively ingests facts from common sources.

stitch records Loader can circulate statistics from 90+ statistics sources in minutes into Microsoft Azure SQL records Warehouse. the brand new connector leverages Azure Blob Storage and PolyBase to get information into Azure Cloud and right away hundreds it into Azure SQL information Warehouse. records type transformation between supply and vacation spot, schema adjustments, security, and bulk loading are all dealt with seamlessly through sew facts Loader. a versatile scheduler allows for clients to hold their cloud records continually up to this point with built-in replication elements.

With simply just a few clicks, organizations can simply ingest facts and scale with sew facts Loader through a frictionless, effortless to are trying, handy to buy technique, without wanting to confer with a sales grownup or signal a long-term contract. With the free version of stitch statistics Loader, clients can load 5 million rows per thirty days into Azure SQL information Warehouse from many commonplace information sources. sew facts Loader connects to SaaS applications, databases, and cloud facts sources like Google AdWords, fb adverts, MySQL, Salesforce, Stripe, and extra. It additionally powers facts ingestion for analytics, business intelligence, laptop researching, records science, and immediately scales as information quantity grows with nothing to configure, deploy, or maintain.

“here's the greatest development to our product seeing that we joined Talend, and it signifies our dedication to Microsoft Azure,” said Jake Stein, SVP stitch at Talend. “in the course of the self-service cloud facts ingestion capabilities of stitch records Loader, we make it less demanding for companies of any dimension to advantage from seamless onboarding and data ingest, whereas leveraging data analytics and reporting in Azure SQL statistics Warehouse to optimize business results.”

Azure SQL statistics Warehouse is a cloud analytics platform that separates storage and compute to provide interesting flexibility in deploying a solution for a consumer’s specific business requirements. This also permits users to cease and start job execution, while preserving records storage persistent. because of this, the answer ensures customers pay most effective for compute time and resources used.

stitch information Loader is a element of the Talend records textile, a set of cloud apps designed to assist shoppers collect, govern, transform and share facts and insights. Talend shoppers can use stitch facts Loader to begin amassing information with the confidence that Talend can help them resolve all of their information integration needs. besides Azure SQL records Warehouse, Talend Cloud offers native Azure connectors for Azure desk Storage, Azure Blob Storage, Azure Queue Storage, Azure statistics Lake keep, and Azure Cosmos DB. 

For greater assistance seek advice from the Talend weblog, or to beginning your free trial of sew today and load statistics into Azure SQL records Warehouse in minutes, click on right here.

you adore this story? Share it on Twitter: .@Talend broadcasts that @stitch_data now supports @Azure SQL records Warehouse locations! study greater. https://bit.ly/2AVUTIh

About Talend 

Talend (Nasdaq: TLND), a leader in cloud integration solutions, puts more of the appropriate statistics to work for your enterprise, sooner. Talend Cloud promises a single platform for essential and sophisticated information integration tasks across public, inner most, and hybrid cloud, in addition to on-premises environments, and makes it possible for more advantageous collaboration between IT and business teams. mixed with self-carrier solutions and a whole bunch of pre-built connectors from SaaS functions to cloud information warehouses, Talend allows you to charge-comfortably meet the demands of ever-expanding statistics volumes, users, and use cases. 

practically 3,000 global business purchasers have chosen Talend to put their information to work including GE, HP Inc., and Domino’s. Talend has been identified as a leader in its box by using leading analyst establishments and industry publications including Forbes, InfoWorld, and SD times. For extra counsel, please talk over with www.talend.com and observe us on Twitter: @Talend.

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Perform Cloud Data Science with Azure Machine Learning?

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Review: Azure Machine Learning challenges Amazon SageMaker | killexams.com real questions and Pass4sure dumps

Azure Machine Learning Service is Microsoft’s latest offering for developers and data scientists in the custom cloud machine learning and deep learning category. Azure Machine Learning Service adds to a suite of Azure AI products that includes numerous AI toolkits, chatbot and IoT edge services, data science VMs, and pre-built services for vision, speech, language, knowledge, and search.  

editors choice award logo plumInfoWorld

The AI toolkits include Visual Studio Code Tools for AI, the older drag-and-drop Azure Machine Learning Studio, MMLSpark deep learning tools for Apache Spark, and the Microsoft Cognitive Toolkit, previously known as CNTK, which is being de-emphasized in favor of other machine learning and deep learning frameworks.

Using cloud resources for training deep learning models makes eminent sense in many cases. Using the cloud for training doesn’t necessarily replace the convenience and low operating cost of using your own computer for model building, especially if you have one with lots of RAM and a capable GPU such as an Nvidia Titan RTX. On the other hand, using the cloud offers the opportunity to add compute resources as needed, potentially reducing the time it takes to complete your experiments and find a sufficiently accurate predictive model.

All of the major cloud services now offer machine learning and deep learning development environments. On AWS, that’s primarily Amazon SageMaker, which I reviewed in May 2018. On the Google Cloud Platform, that’s primarily Cloud Machine Learning Engine and the beta Cloud AutoML. On the IBM cloud, that’s primarily IBM Watson Studio. I’ll compare Azure Machine Learning Services with Amazon SageMaker later in this review.

Azure Machine Learning services ease data science struggles | killexams.com real questions and Pass4sure dumps

When unveiled in 2015, Azure Machine Learning services eliminated the need for data scientists to install and operate...

servers for data storage, extraction and model execution, but they only provided the basics. It still took users a fair amount of time to build and support a complete data science workflow.

To combat these issues, in 2017, Microsoft introduced three new machine learning services on Azure: Workbench, Experimentation and Model Management. These services address four main challenges that data scientists face:

  • As the rate of machine learning experimentation increases, so does the work required to acquire, prepare and understand data
  • Difficulties with scaling machine learning applications
  • The proliferation of learning algorithm models, each of which requires different data sets and algorithm designs
  • The need to use popular, open languages and development tools, along with a desire to incorporate new machine learning development frameworks
  • Here's a closer look at the three new Azure services mentioned above and how they aim to solve these issues.


    At a high level, a data science workflow consists of model development, experimentation and tuning, which then culminate in model deployment and management. Azure Machine Learning Workbench addresses the first step in that process.

    Unlike the existing Azure Machine Learning development interface, Workbench is a packaged client application for Windows or macOS. Workbench provides a data science integrated development environment that facilitates data ingestion and preparation, model development and testing, and deployment to various runtime environments.

    Workbench's features include:

  • an interactive data preparation tool that can build transformation logic by example;
  • a Python software development kit to invoke these data preparation packages;
  • the Jupyter Notebook service and client interface;
  • a model history interface to monitor and manage training runs;
  • integration with Active Directory for role-based access control to facilitate secure collaboration; and
  • automatic project snapshots for each run with version control through native Git integration.
  • Much like Visual Studio, Workbench uses a project metaphor to manage development via a logical container for model code, raw and processed data, Model Metrics and Run History. With all the resources in one package, users can replicate a project to a Git repo and access it via another system on which Workbench is installed.


    Experimentation is the control plane for machine learning model training runs that facilitate execution on a local computer, a local Docker container, a remote compute instance or container, or an Apache Spark cluster. The service works with Workbench projects and supports other features, including Git integration, access controls, project roaming and sharing.

    With its isolated project files, Experimentation provides an environment to run a large number of model training runs that might vary by run configuration, model parameters and the type of execution environment, such as different types of VM instances. Users can automate experiments via a Python or PySpark script.

    Model Management

    While Experimentation organizes and automates the execution of machine learning models, Model Management registers and tracks the various training runs and manages the results with model versions and forks. Together, these two Azure Machine Learning services provide a version history of models from initial development and training runs through production deployments.

    Aside from model version control, the Model Management service:

  • tracks models as they run in production;
  • deploys models to production VMs or containers using Azure Container Service and Kubernetes;
  • automatically triggers retraining runs with new data sets; and
  • captures model metrics and results, and streams logs to Azure Application Insights.
  • Recommendations

    Any developer that uses or even just plays around with Azure Machine Learning services should investigate these three tools. However, Experimentation and Model Management appeal most to those with substantial experience in machine learning model development and a portfolio of machine learning applications they wish to deploy.

    Workbench is a welcome addition to data scientists, but those with more experience or who work in larger development teams in which machine learning is one element of an application should investigate Visual Studio Code Tools for AI. This is an extension that integrates with Azure Machine Learning services and augments Visual Studio with features to build, test and deploy machine learning and deep learning applications.

    Managing the Threat Above—How AI Can Streamline Cloud Computing with Burgeoning Data Growth | killexams.com real questions and Pass4sure dumps

    In this special guest feature, Tyrone Pike, President & CEO of FileShadow, Inc., believes the number of files transferred daily makes it extremely difficult to manage manually, but AI is improving cloud technology to handle the influx. Applying AI to cloud storage enables users to gather, analyze, catalog and protect more data than ever before. With more than 35 years of experience in the high-tech sector, Tyrone has held numerous top executive positions in software, software systems integration and networking infrastructure companies, including Solid Instance, Sparxent Inc., Bravara Communication, Inc. and InterNAP Network Services Corporate. He serves as the Chairman of the Board of Solid Instance, Inc., and holds an AB in Architecture from Princeton University.

    Tech gurus are not surprised to hear that 2.5 quintillion bytes of data are generated every day. The role of cloud technology in how businesses and prosumers store and manage this data is enormous.

    But because cloud technology has emerged only recently as a vital tool for businesses, and because businesses and individuals have dumped their data into cloud applications without a strategy (or have resisted moving to the cloud because they have no strategy), there are quite a few shortcomings. Many cloud applications have weak search capabilities. Human error, and the sheer amount of searchable data now being produced innately contributes to misplaced files across multiple cloud platforms. It’s easy to forget a filename, or where a file is stored, and PDF documents don’t always show up in a keyword search if there is no keyword in the filename.

    The number of files transferred daily makes it extremely difficult to manage manually, but artificial intelligence (AI) is improving cloud technology to handle the influx. Applying AI to cloud storage enables users to gather, analyze, catalog and protect more data than ever before.

    Here are a few examples of AI solutions in cloud computing:

    Digital Asset Management

    Take the aforementioned example of lost or hard-to-find files. AI is now smart enough to know more information about your files than you could ever find out manually. Technology from Google and IBM scans images to determine key characteristics, including image location and context. For example, you may have pictures of your sailing excursion in Boston, but you didn’t take the time to name or manually tag them. AI can examine each image and recognize pictures with sails or sailboats in them, along with other related characteristics such as ocean, boat, water, etc. It can then tag those images with all of those words for easy searching.

    These same AI tools can also tag a file with the location where it was taken, making it much easier to find photos of “sailing in Boston” than manually scouring through your cloud storage to try to find the photos.

    AI can perform optical character recognition (OCR) on PDF’s, allowing you to find a word in a document that hasn’t been indexed in a regular search engine. For example, you could find a specific term in a contract from the 1980s that referenced work you did with a client. Searching for the company name would yield instances of that company name in documents, even if the company’s name wasn’t included in the title.

    And, these technologies aren’t treating your cloud data in silos. Services can now connect to and search in multiple cloud storage repositories, such as Box, Dropbox, Google Drive, Adobe Creative Cloud, OneDrive or another account.

    Aerial Imagery

    There’s no shortage of potential uses of machine learning and artificial intelligence in data science, namely in aerial imagery as a service. Also, cloud delivery enables easy access to an entire world of aerial captures from any device.

    With high-resolution aerial maps in 2D and 3D, machine algorithms are now able to immediately detect stationary features on the ground without human interaction, such as roadways, buildings, swimming pools, solar panels, patios, parking lots, trees, etc. Applications include drone delivery, smart cities, autonomous driving, along with several engineering, construction and architecture use cases.

    Virtual Assistant Development

    Thanks to cloud computing and advances in machine learning, virtual assistants (VAs) created by Amazon, Google and Apple have quickly become a fixture in consumer homes. These companies are developing AI systems which can learn new words and how to carry on a conversation.

    Cloud computing could be key in achieving this goal by storing the data which the AI accesses to respond to inquiries and learn new things. As AI learns, it can impart this new data back to the cloud, improving future AI as well.

    A significant application of digital assistants is boosting workplace productivity and workflow. Speech-to-text can be used for email dictation and to transcribe meeting notes. Text-to-speech can be used to read written content aloud. Speech recognition can allow for conversational interactions and task management with the VA and “sentiment analysis” can detect overall morale in an enterprise through speech analytics.

    Analytics and Business Intelligence

    Companies can now use machine algorithms to identify insights in large data sets stored in the Cloud in real time so that decision-makers can determine trends, patterns, behaviors, and predict risk and potential outcomes to make recommendations. This has the potential to save time, money and optimize company logistics and resources.

    Business intelligence (BI) dashboards like SAP, NetSuite, Oracle and Microsoft Dynamics-NAV can now process a much wider variety of data than before, so users catch insights that previously were lost in the data.

    This predictive technology shifts the traditional role of BI from reactionary to proactive.


    Last month, IBM Corp. launched IBM Security Connect which, according to the company, is “the first security cloud platform built on open technologies, with AI at its core, to analyze federated security data across previously unconnected tools and environments.”

    IBM Security Connect allows vendors and developers to apply cloud technology, machine learning and AI to cybersecurity products to increase their effectiveness. Through predictive analytics, the platform detects suspicious behavior which will help cybersecurity staff who deal with threats on a daily basis.

    Developments in cloud capabilities and AI will be interesting to watch because one will only be improved with the development of the other, guaranteeing infiltration in both our professional and personal lives.

    Sign up for the free insideBIGDATA newsletter.

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    SOA [15 Certification Exam(s) ]
    Social-Work-Board [4 Certification Exam(s) ]
    SpringSource [1 Certification Exam(s) ]
    SUN [63 Certification Exam(s) ]
    SUSE [1 Certification Exam(s) ]
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    Symantec [134 Certification Exam(s) ]
    Teacher-Certification [4 Certification Exam(s) ]
    The-Open-Group [8 Certification Exam(s) ]
    TIA [3 Certification Exam(s) ]
    Tibco [18 Certification Exam(s) ]
    Trainers [3 Certification Exam(s) ]
    Trend [1 Certification Exam(s) ]
    TruSecure [1 Certification Exam(s) ]
    USMLE [1 Certification Exam(s) ]
    VCE [6 Certification Exam(s) ]
    Veeam [2 Certification Exam(s) ]
    Veritas [33 Certification Exam(s) ]
    Vmware [58 Certification Exam(s) ]
    Wonderlic [2 Certification Exam(s) ]
    Worldatwork [2 Certification Exam(s) ]
    XML-Master [3 Certification Exam(s) ]
    Zend [6 Certification Exam(s) ]

    References :

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    Calameo : http://en.calameo.com/books/0049235263ed8d0eda28e

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