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Microsoft DP-200 : Implementing an Azure Data Solution Exam

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Test Number : DP-200
Test Name : Implementing an Azure Data Solution
Vendor Name : Microsoft
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DP-200 exam Format | DP-200 Course Contents | DP-200 Course Outline | DP-200 exam Syllabus | DP-200 exam Objectives

Candidates for this exam are Microsoft Azure data engineers who collaborate with business stakeholders to identify and meet the data requirements to implement data solutions that use Azure data services.

Azure data engineers are responsible for data-related implementation tasks that include provisioning data storage services, ingesting streaming and batch data, transforming data, implementing security requirements, implementing data retention policies, identifying performance bottlenecks, and accessing external data sources.

Candidates for this exam must be able to implement data solutions that use the following Azure services: Azure Cosmos DB, Azure SQL Database, Azure Synapse Analytics (formerly Azure SQL DW), Azure Data Lake Storage, Azure Data Factory, Azure Stream Analytics, Azure Databricks, and Azure Blob storage.

Objective | Syllabus | outline
Implement Data Storage Solutions (40-45%)
Implement non-relational data stores
=> implement a solution that uses Cosmos DB, Data Lake Storage Gen2, or Blob storage
=> implement data distribution and partitions
=> implement a consistency model in Cosmos DB
=> provision a non-relational data store
=> provide access to data to meet security requirements
=> implement for high availability, disaster recovery, and global distribution
Implement relational data stores
=> configure elastic pools
=> configure geo-replication
=> provide access to data to meet security requirements
=> implement for high availability, disaster recovery, and global distribution
=> implement data distribution and partitions for Azure Synapse Analytics
=> implement PolyBase
Manage data security
=> implement data masking
=> encrypt data at rest and in motion
Manage and Develop Data Processing (25-30%)
Develop batch processing solutions
=> develop batch processing solutions by using Data Factory and Azure Databricks
=> ingest data by using PolyBase
=> implement the integration runtime for Data Factory
=> implement Copy Activity within Azure Data Factory
=> create linked services and datasets
=> create pipelines and activities
=> implement Mapping Data Flows in Azure Data Factory
=> create and schedule triggers
=> implement Azure Databricks clusters, notebooks, jobs, and autoscaling
=> ingest data into Azure Databricks
Develop streaming solutions
=> configure input and output
=> select the appropriate windowing functions
=> implement event processing by using Stream Analytics
Monitor and Optimize Data Solutions (30-35%)
Monitor data storage
=> monitor relational and non-relational data sources
=> implement Blob storage monitoring
=> implement Data Lake Storage monitoring
=> implement SQL Database monitoring
=> implement Azure Synapse Analytics monitoring
=> implement Cosmos DB monitoring
=> configure Azure Monitor alerts
=> implement auditing by using Azure Log Analytics
Monitor data processing
=> monitor Data Factory pipelines
=> monitor Azure Databricks
=> monitor Stream Analytics
=> configure Azure Monitor alerts
=> implement auditing by using Azure Log Analytics
Optimize Azure data solutions
=> troubleshoot data partitioning bottlenecks
=> optimize Data Lake Storage
=> optimize Stream Analytics
=> optimize Azure Synapse Analytics
=> optimize SQL Database
=> manage the data lifecycle

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Microsoft test

AI researchers create checking out tool to find bugs in NLP from Amazon, Google, and Microsoft | DP-200 exam Questions and exam dumps

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AI researchers have created a language-model testing tool that has found most important bugs in commercially obtainable cloud AI offerings from Amazon, Google, and Microsoft. the day gone by, a paper detailing the guidelines tool bought the most beneficial Paper award from organizers of the affiliation for Computational Linguistics (ACL) conference. The ACL conference, which took region on-line this week, is one of the largest annual gatherings for researchers growing language models.

NLP models today are often evaluated in line with how they operate on a series of particular person initiatives, such as answering questions the use of benchmark statistics sets with leaderboards like GLUE. checklist instead takes a task-agnostic method, enabling individuals to create assessments that fill in cells in a spreadsheet-like matrix with capabilities (in rows) and test types (in columns), together with visualizations and other supplies.

evaluation with checklist found that about one in four sentiment evaluation predictions by Amazon’s recognize alternate when a random shortened URL or Twitter handle is positioned in textual content, and Google Cloud’s natural Language and Amazon’s recognize makes errors when the names of americans or areas are modified in text.

“The [sentiment analysis] failure cost is close one hundred% for all commercial models when the negation comes on the end of the sentence (e.g. ‘i thought the airplane would be lousy, however it wasn’t’), or with neutral content material between the negation and the sentiment-weighted down note,” the paper reads.

checklist additionally found shortcomings when paraphrasing responses to Quora questions, regardless of surpassing human accuracy in a Quora query Pair benchmark problem. Creators of checklist from Microsoft, tuition of Washington, and tuition of California at Irvine say results indicate that the usage of the method can increase any existing NLP models.

“while usual benchmarks point out that fashions on these tasks are as accurate as humans, checklist exhibits a whole lot of severe bugs, the place industrial and research models do not comfortably tackle simple linguistic phenomena comparable to negation, named entities, coreferences, semantic function labeling, etc, as they pertain to each assignment,” the paper reads. “NLP practitioners with guidelines created twice as many exams, and found essentially three times as many bugs as clients with out it.”

Google’s BERT and fb AI’s RoBERTa have been also evaluated the usage of guidelines. Authors referred to BERT exhibited gender bias in machine comprehension, overwhelmingly predicting men as doctors for example. BERT turned into also found to at all times make wonderful predictions about individuals who are straight or Asian and negative predictions when coping with text about americans who're atheist, Black, gay, or lesbian. An analysis in early 2020 additionally found systemic bias amongst large-scale language models.

In fresh months, one of the biggest Transformer-primarily based language models devised have come into being, from Nvidia’s Megatron to Microsoft’s Turing NLG. giant language fashions have racked up marvelous rankings in certain projects. but some NLP researchers argue that a focus on human-degree efficiency on particular person initiatives ignores approaches by which NLP programs are still brittle or below strong.

As part of a use case check with the team at Microsoft in can charge of text Analytics, a model at the moment in use via customers that’s passed through multiple reviews, guidelines discovered previously unknown bugs. The Microsoft crew will now use guidelines as part of its workflow when evaluating NLP programs. a collection of individuals from business and academia testing AI with the device over the span of two hours have been also capable of discover inaccuracies or bugs in state-of-the-artwork NLP fashions. An open supply edition of checklist is at present available on GitHub.

now and again called black box testing, behavioral checking out is an strategy commonplace in utility engineering however not in AI. checklist is able to do checking out in areas like sentiment analysis, computing device comprehension, and duplicate query detection. it might also analyze capabilities like robustness, fairness, and good judgment tests in quite a number three styles of projects.

The authors are unequivocal of their conclusion that benchmark tasks alone don't seem to be sufficient for evaluating NLP models, but they additionally say that checklist should complement, no longer change, existing challenges and benchmark data units used for measuring efficiency of language models.

“This small choice of checks illustrates the merits of systematic testing moreover commonplace evaluation. These initiatives may be regarded ‘solved’ according to benchmark accuracy results, however the checks spotlight numerous areas of growth — in specific, failure to display simple skills that are de facto wants for the project at hand,” the paper reads.

different noteworthy work at ACL contains research by tuition of Washington professor Emily Bender and Saarland institution professor Alexander Koller that gained the best theme award. The paper argues that growth on large neural community NLP models such as GPT-three or BERT derivatives is laudable, however that members of the media and academia should not consult with gigantic neural networks as able to figuring out or comprehension, and that readability and humility are needed within the NLP field when defining ideas like which means or figuring out.

“while big neural language fashions may additionally smartly grow to be being essential accessories of an eventual full-scale answer to human-analogous herbal language figuring out, they are not pretty much-there options to this grand challenge,” the document reads.

ultimately, a equipment from the U.S. military analysis Lab, tuition of Illinois, Urbana-Champaign, and Columbia tuition gained the ideal Demo paper award for its system named GAIA, which enables for text queries of multimedia like photos and movies.

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