Smart Data Collective

AUGUST 21, 2022

The process of ensuring that your product or software is of the best quality for your clients is referred to as quality assurance testing or QA testing. QA refers to the processes that are carried out in order to prevent issues with a software product or service. AI Can Help with Risk Scoring During the Testing Process.

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Smart Data Collective

JANUARY 7, 2022

It requires extensive testing to ensure that it works appropriately. Testing is Essential for Companies Creating AI Software Applications. Testing is an integral part of software development. They can get worse at performing certain tasks if the machine learning algorithms are not tested properly. Ad Hoc Testing.

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Cloudera

JULY 15, 2021

For customers to gain the maximum benefits from these features, Cloudera best practice reflects the success of thousands of -customer deployments, combined with release testing to ensure customers can successfully deploy their environments and minimize risk. Traditional data clusters for workloads not ready for cloud.

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DataKitchen

NOVEMBER 5, 2024

For instance, records may be cleaned up to create unique, non-duplicated transaction logs, master customer records, and cross-reference tables. This involves setting up automated, column-by-column quality tests to quickly identify deviations from expected values and catch emerging issues before they impact downstream layers.

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Smart Data Collective

FEBRUARY 24, 2022

When you are creating a new AI application, you are going to have to outline different tasks which require different testing tools. You are also going to have to test the application carefully. Why is testing AI software applications so important? However, there is still a need to test the applications carefully.

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AWS Big Data

JULY 27, 2023

In this post, we answer that question by using Redshift Test Drive , an open-source tool that lets you evaluate which different data warehouse configurations options are best suited for your workload. Redshift Test Drive uses this process of workload replication for two main functionalities: comparing configurations and comparing replays.

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Sisense

SEPTEMBER 23, 2019

Mike Cohn’s famous Test Pyramid places API tests at the service level (integration), which suggests that around 20% or more of all of our tests should focus on APIs (the exact percentage is less important and varies based on our needs). So the importance of API testing is obvious. API test actions.

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CIO Business Intelligence

NOVEMBER 19, 2024

Now that we have covered AI agents, we can see that agentic AI refers to the concept of AI systems being capable of independent action and goal achievement, while AI agents are the individual components within this system that perform each specific task. In our real-world case study, we needed a system that would create test data.

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David Menninger's Analyst Perspectives

SEPTEMBER 24, 2024

These types of prompts are referred to as jailbreak prompts. Regardless of whether you can curate the training data, it’s necessary to test the output of the models to identify any toxic content from an adversarial action. Red-teaming is a term used to describe human testing of models for vulnerabilities.

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Cloudera

DECEMBER 18, 2020

When running any performance benchmarking tool on your cluster, a critical decision is always what data set size should be used for a performance test, and here we demonstrate why it is important to select a “good fit” data set size when running a HBase performance test on your cluster. Test Methodology.

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Depict Data Studio

FEBRUARY 18, 2020

With an Excel test!!! Re-Taking the Excel Test from Ten Years Ago. Your Turn: Take the Excel Test! Throughout the lesson, you’ll hear me refer to bad, better, and best solutions. And what was waiting for me? A glowing Excel screen!!! My heart just about stopped. I was replaying everything I had just said in the past hour.

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CIO Business Intelligence

SEPTEMBER 20, 2024

Refer to Windows 11 Pro specifications and run Microsoft’s PC Health Check app to see if a laptop meets specific requirements. Refer to Microsoft’s security baselines , which are pre-configured group policy settings that help expedite the enforcement of security best practices and compliance standards.

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AWS Big Data

NOVEMBER 17, 2023

It also applies general software engineering principles like integrating with git repositories, setting up DRYer code, adding functional test cases, and including external libraries. For more information, refer SQL models. When you run dbt test , dbt will tell you if each test in your project passes or fails.

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Rocket-Powered Data Science

JUNE 17, 2022

The dominant references everywhere to Observability was just the start of awesome brain food offered at Splunk’s.conf22 event. Reference ) The latest updates to the Splunk platform address the complexities of multi-cloud and hybrid environments, enabling cybersecurity and network big data functions (e.g., is here, now!

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CIO Business Intelligence

SEPTEMBER 25, 2024

Burkhardt describes the program as “integrating a set of tools into a process” that combines penetration testing, customized scans, and attack simulations with human creativity and teamwork. Burkhardt and his team first noticed gaps in their security posture when doing crowdsourced penetration testing. Threat intelligence response.

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DataKitchen

SEPTEMBER 20, 2021

The best way to ensure error-free execution of data production is through automated testing and monitoring. The DataKitchen Platform enables data teams to integrate testing and observability into data pipeline orchestrations. Automated tests work 24×7 to ensure that the results of each processing stage are accurate and correct.

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AWS Big Data

JULY 1, 2024

Test the requirements.txt file and dependency.zip file Testing your requirements file before release to production is key to avoiding installation and DAG errors. Testing both locally, with the MWAA local runner , and in a dev or staging Amazon MWAA environment, are best practices before deploying to production. pyOpenSSL==23.3.0

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DataKitchen

NOVEMBER 20, 2021

A DataOps Engineer can make test data available on demand. We have automated testing and a system for exception reporting, where tests identify issues that need to be addressed. We often refer to data operations and analytics as a factory. It then autogenerates QC tests based on those rules.

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Domino Data Lab

JANUARY 20, 2019

These are the kind of questions Been Kim , Senior Research Scientist at Google Brain, poised in the MLConf 2018 talk , “Interpretability Beyond Feature Attribution: Testing with Concept Activation Vectors (TCAV)”. Testing with Concept Activation Vectors (TCAV): The Zebra. Introduction. Would industry people be interested?

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DataKitchen

MAY 10, 2024

Development : Observability in development includes conducting regression tests and impact assessments when new code, tools, or configurations are introduced, helping maintain system integrity as new code of data sets are introduced into production. This process must be continually monitored to detect and address any potential anomalies.

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DataKitchen

SEPTEMBER 21, 2023

Data in Place refers to the organized structuring and storage of data within a specific storage medium, be it a database, bucket store, files, or other storage platforms. In the context of Data in Place, validating data quality automatically with Business Domain Tests is imperative for ensuring the trustworthiness of your data assets.

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CIO Business Intelligence

NOVEMBER 6, 2024

The new multi-agent system will go some way toward answering Marc Benioff’s criticism of Microsoft’s existing AI offering: The Salesforce CEO has said, “ Copilot is more like Clippy 2.0 ,” referring to the ill-fated and irritating animated paperclip that once offered assistance on writing a letter in Microsoft Office.

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DataKitchen

JUNE 12, 2023

Today we have had over 20,000 signatures , millions of page views, and copycat clones, and it is frequently used as a reference guide. “Data Journey” refers to the various stages of data moving from collection to use in data analysis tools and systems. It’s Customer Journey for data analytic systems.

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AWS Big Data

MAY 23, 2024

Refer to Upgrading Applications and Flink Versions for more information about how to avoid any unexpected inconsistencies. The next recommended step is to test your application locally with the newly upgraded Apache Flink runtime. If you’re using Gradle, refer to How to use Gradle to configure your project.

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DataKitchen

OCTOBER 28, 2021

Since the training data contained a majority of male developers, the AI model taught itself that men were preferable and downgraded references such as “women’s team captain” or mentions of an all-female educational institution in a resume. When you buy a car, you can be sure that the factory has tested every component and subsystem.

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CIO Business Intelligence

AUGUST 27, 2024

In law enforcement cases, the poisonous tree reference means that if some piece of information is improperly obtained, not only can that information not be used, but anything that is obtained because of that information is also blocked.

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AWS Big Data

NOVEMBER 15, 2023

Pre-loading of reference data provides low latency and high throughput. For a general overview of data enrichment patterns, refer to Common streaming data enrichment patterns in Amazon Managed Service for Apache Flink. To compare the performance of the enrichment patterns, we ran performance testing based on synthetic data.

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AWS Big Data

NOVEMBER 19, 2024

Refer to Service Quotas for more details. Deploy the solution To deploy the solution to your AWS account, refer to the Readme file in our GitHub repo. Query documents with different personas Now let’s test the application using different personas. If needed, you can initiate a quota increase request.

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AWS Big Data

JUNE 21, 2024

Java 17 as default Java runtime used in Amazon EMR 7.0 – Java 17 was extensively tested and tuned for optimal performance, allowing us to make it the default Java runtime for Amazon EMR 7.0. For more details on EMR Spark performance optimizations, refer to Optimize Spark performance. with the EOY 2022 release (version 6.9) q14b-v2.13,q15-v2.13,q16-v2.13,

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AWS Big Data

OCTOBER 16, 2023

The individual pieces of data within these streams are often referred to as records. client('kinesis', region_name='ap-southeast-2') def lambda_handler(event, context): try: response = client.put_record( StreamName='test', Data=b'Sample 1 MB.', To help you understand better, we experimented by trying to send a record of 1.5

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CIO Business Intelligence

FEBRUARY 9, 2024

The two new features, namely a testing center and the provision of prompt engineering suggestions, are the fruit of significant investment in the company’s AI engineering team, said Claire Cheng, vice president of machine learning and AI engineering at Salesforce. Additionally, the tool can pick the best option from the different iterations.

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AWS Big Data

AUGUST 2, 2024

To learn more about the core components of Amazon MSK tiered storage, refer to Deep dive on Amazon MSK tiered storage. A real-world test We hope that you now understand how Amazon MSK tiered storage can improve your Kafka resiliency and availability. To test it, we created a three-node cluster with the new m7g instance type.

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CIO Business Intelligence

OCTOBER 17, 2024

While tech debt refers to shortcuts taken in implementation that need to be addressed later, digital addiction results in the accumulation of poorly vetted, misused, or unnecessary technologies that generate costs and risks. Implement robust testing: As the CrowdStrike incident demonstrated, thorough testing is crucial.

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CIO Business Intelligence

OCTOBER 1, 2024

Source code analysis tools Static application security testing (SAST) is one of the most widely used cybersecurity tools worldwide. Automated application scanning tools Again, a wide set of pen testing tools fall under this umbrella (both open source and commercial). This is where AI is going to create an impact.

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AWS Big Data

AUGUST 14, 2024

Although stateful version upgrades of Apache Flink runtime are generally compatible with very few exceptions, you can refer to the Apache Flink state compatibility table and Managed Service for Apache Flink documentation for more details. For troubleshooting information, refer to documentation.

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AWS Big Data

OCTOBER 7, 2024

In time series collections, the OCU disk typically contains older shards that are not frequently accessed, referred to as warm shards. In the following section we share an example test setup of a 30TB workload that we used internally, detailing the data being used and generated, along with our observations and results.

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O'Reilly on Data

OCTOBER 19, 2021

The applications must be integrated to the surrounding business systems so ideas can be tested and validated in the real world in a controlled manner. but to reference concrete tooling used today in order to ground what could otherwise be a somewhat abstract exercise. An Overarching Concern: Correctness and Testing.

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