DataKitchen

NOVEMBER 5, 2024

It is a layered approach to managing and transforming data. The need to copy data across layers, manage different schemas, and address data latency issues can complicate data pipelines. The Race For Data Quality In A Medallion Architecture The Medallion architecture pattern is gaining traction among data teams.

Data Quality 195

Data Quality Testing Metrics Reporting 195

O'Reilly on Data

JUNE 27, 2023

Welcome to your company’s new AI risk management nightmare. The core idea of risk management is that you don’t win by saying “no” to everything. So let’s talk about some ways to manage that risk and position you for a reward. (Or, Why not take the extra time to test for problems?

Risk Management 321

Risk Management Risk Management Modeling 321

DataKitchen

FEBRUARY 20, 2025

Now With Actionable, Automatic, Data Quality Dashboards Imagine a tool that can point at any dataset, learn from your data, screen for typical data quality issues, and then automatically generate and perform powerful tests, analyzing and scoring your data to pinpoint issues before they snowball. DataOps just got more intelligent.

Data Quality 183

Data Quality Scorecard Testing Dashboards 183

O'Reilly on Data

MARCH 31, 2020

If you’re already a software product manager (PM), you have a head start on becoming a PM for artificial intelligence (AI) or machine learning (ML). But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools.

Management 363

Management Machine Learning Experimentation Metrics 363

DataKitchen

DECEMBER 9, 2024

data quality tests every day to support a cast of analysts and customers. Small, manageable increments marked the projects delivery cadence. DataKitchen loaded this data and implemented data tests to ensure integrity and data quality via statistical process control (SPC) from day one.

Data Quality 161

Data Quality Data Lake Testing Statistics 161

AWS Big Data

OCTOBER 24, 2024

Amazon OpenSearch Service is a fully managed service for search and analytics. AWS handles the heavy lifting of managing the underlying infrastructure, including service installation, configuration, replication, and backups, so you can focus on the business side of your application.

Visualization 103

Visualization Management Data Processing Testing 103

O'Reilly on Data

DECEMBER 10, 2024

That seemed like something worth testing outor at least playing around withso when I heard that it very quickly became available in Ollama and wasnt too large to run on a moderately well-equipped laptop, I downloaded QwQ and tried it out. How do you test a reasoning model? But thats hardly a valid test. So lets go!

Testing 257

Testing Modeling Software IT 257

AWS Big Data

OCTOBER 23, 2024

Amazon Managed Workflows for Apache Airflow (Amazon MWAA) is a fully managed service that builds upon Apache Airflow, offering its benefits while eliminating the need for you to set up, operate, and maintain the underlying infrastructure, reducing operational overhead while increasing security and resilience.

Interactive 113

Interactive Testing Data-driven Data Lake 113

DataKitchen

MARCH 20, 2025

They have demonstrated that robust, well-managed data processing pipelines inevitably yield reliable, high-quality data. Their data tables become dependable by-products of meticulously crafted and managed workflows. Each workflow is managed systematically, simplifying the integration of new data sources.

Data Quality 161

Data Quality Testing Metrics Management 161

DataKitchen

APRIL 13, 2021

Testing and Data Observability. Sandbox Creation and Management. It orchestrates complex pipelines, toolchains, and tests across teams, locations, and data centers. Apache Oozie — An open-source workflow scheduler system to manage Apache Hadoop jobs. Testing and Data Observability. Meta-Orchestration.

Testing 300

Testing Machine Learning Consulting Data Science 300

datapine

OCTOBER 11, 2023

This is no different in the logistics industry, where warehouse managers track a range of KPIs that help them efficiently manage inventory, transportation, employee safety, and order fulfillment, among others. Let’s dive in with the definition. What Is A Warehouse KPI? Making the use of warehousing metrics a huge competitive advantage.

Metrics 217

Metrics KPI Management Cost-Benefit 217

AWS Big Data

NOVEMBER 19, 2024

The permission mechanism has to be secure, built on top of built-in security features, and scalable for manageability when the user base scales out. In this post, we show you how to manage user access to enterprise documents in generative AI-powered tools according to the access you assign to each persona.

Management 98

Management Metadata Manufacturing Testing 98

O'Reilly on Data

NOVEMBER 12, 2024

An automated framework for testing web applications, Selenium++? Sam argues that this is the end of structured customer relationship management (CRM) software. Using it for contact management, though it can be made to work, isn’t pleasant. But you should play with it and think about what it means. Who did I talk to? Absolutely.

Testing 267

Testing Software Management IT 267

O'Reilly on Data

MARCH 25, 2025

Weve seen this across dozens of companies, and the teams that break out of this trap all adopt some version of Evaluation-Driven Development (EDD), where testing, monitoring, and evaluation drive every decision from the start. What breaks your app in production isnt always what you tested for in dev! The way out?

Testing 174

Testing Data-driven Software Measurement 174

datapine

FEBRUARY 9, 2024

Table of Contents 1) What Is KPI Management? 4) How to Select Your KPIs 5) Avoid These KPI Mistakes 6) How To Choose A KPI Management Solution 7) KPI Management Examples Fact: 100% of statistics strategically placed at the top of blog posts are a direct result of people studying the dynamics of Key Performance Indicators, or KPIs.

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KPI Management Key Performance Indicator Measurement 221

O'Reilly on Data

OCTOBER 19, 2021

Since software engineers manage to build ordinary software without experiencing as much pain as their counterparts in the ML department, it begs the question: should we just start treating ML projects as software engineering projects as usual, maybe educating ML practitioners about the existing best practices? Why did something break?

IT 364

IT Testing Experimentation Software 364

Analytics Vidhya

SEPTEMBER 20, 2022

The Braket is a fully managed AWS service that provides a primarily technology-agnostic environment. Customers can design, develop, test, and […]. Introduction AWS named the service after a standard quantum notation called Braket, created in the late 1930s by Paul Dirac, a famous theoretical physicist.

Testing 348

Testing Data Science Publishing Technology 348

Analytics Vidhya

FEBRUARY 17, 2024

Error handling is an essential aspect of programming, and Python provides powerful mechanisms to manage exceptions and errors that may occur during program execution. Welcome to the Python Error Handling MCQ Quiz!

Testing 342

Testing Management Analytics 342

CIO Business Intelligence

NOVEMBER 19, 2024

You can use these agents through a process called chaining, where you break down complex tasks into manageable tasks that agents can perform as part of an automated workflow. Development teams starting small and building up, learning, testing and figuring out the realities from the hype will be the ones to succeed.

Testing 135

Testing Cost-Benefit Interactive ROI 135

CIO Business Intelligence

DECEMBER 3, 2024

CIOs and other executives identified familiar IT roles that will need to evolve to stay relevant, including traditional software development, network and database management, and application testing. Your mentor could be your manager, but it doesn’t need to be.

IT 128

IT Testing Software Data-driven 128

O'Reilly on Data

JULY 28, 2020

The Core Responsibilities of the AI Product Manager. Product Managers are responsible for the successful development, testing, release, and adoption of a product, and for leading the team that implements those milestones. Product managers for AI must satisfy these same responsibilities, tuned for the AI lifecycle.

Marketing 364

Marketing Experimentation Metrics Testing 364

O'Reilly on Data

OCTOBER 12, 2021

We know how to test whether or not code is correct (at least up to a certain limit). Given enough unit tests and acceptance tests, we can imagine a system for automatically generating code that is correct. But we don’t have methods to test for code that’s “good.” There are lots of ways to sort.

Testing 363

Testing Measurement Consulting Modeling 363

datapine

SEPTEMBER 29, 2022

1) What Is Data Quality Management? However, with all good things comes many challenges and businesses often struggle with managing their information in the correct way. Enters data quality management. What Is Data Quality Management (DQM)? Why Do You Need Data Quality Management? Table of Contents.

Data Quality 241

Data Quality Metrics Data-driven Management 241

DataKitchen

SEPTEMBER 20, 2021

Figure 2: The DataKitchen Platform helps you reduce time spent managing errors and executing manual processes from about half to 15%. The other 78% of their time is devoted to managing errors, manually executing production pipelines and other supporting activities. Start with just a few critical tests and build gradually.

Testing 246

Testing Metrics Measurement Dashboards 246

AWS Big Data

NOVEMBER 27, 2024

Within seconds of transactional data being written into Amazon Aurora (a fully managed modern relational database service offering performance and high availability at scale), the data is seamlessly made available in Amazon Redshift for analytics and machine learning. Choose Test Connection. Choose Next if the test succeeded.

Data Warehouse 107

Data Warehouse Analytics Testing Sales 107

CIO Business Intelligence

MARCH 25, 2025

Even modest investments in database tooling and paying down some data management debt can relieve database administrators of the tedium of manual updates or reactive monitoring, says Graham McMillan, CTO of Redgate. Another concern is if regulations force holistic model retraining, forcing CIOs to switch to alternatives to remain compliant.

Risk 123

Risk Cost-Benefit Data-driven Digital Transformation 123

AWS Big Data

DECEMBER 5, 2024

REA Group, a digital business that specializes in real estate property, solved this problem using Amazon Managed Streaming for Apache Kafka (Amazon MSK) and a data streaming platform called Hydro. In each environment, Hydro manages a single MSK cluster that hosts multiple tenants with differing workload requirements.

Metrics 94

Metrics Dashboards Testing Optimization 94

DataKitchen

NOVEMBER 29, 2021

Model developers will test for AI bias as part of their pre-deployment testing. Quality test suites will enforce “equity,” like any other performance metric. Continuous testing, monitoring and observability will prevent biased models from deploying or continuing to operate. Companies Commit to Remote. Data Gets Meshier.

Testing 245

Testing Data Lake Data Architecture Manufacturing 245

CIO Business Intelligence

APRIL 2, 2024

Underpinning these initiatives is a slew of technology capabilities and strategies aimed at accelerating delivery cycles, such as establishing product management disciplines, building cloud architectures, developing devops capabilities, and fostering agile cultures. This dip delays when the business can start realizing the value delivered.

Management 140

Management Digital Transformation Testing Experimentation 140

AWS Big Data

JANUARY 9, 2025

In this post, we focus on data management implementation options such as accessing data directly in Amazon Simple Storage Service (Amazon S3), using popular data formats like Parquet, or using open table formats like Iceberg. Data management is the foundation of quantitative research.

Metadata 111

Metadata Snapshot Cost-Benefit Optimization 111

O'Reilly on Data

JUNE 18, 2024

The data to answer hyperlocal questions about topics like fertilization and pest management exists but it’s spread across many databases with many owners: governments, NGOs, and corporations, in addition to local knowledge about what works. Digital Green tests with “Golden QAs,” highly rated sets of questions and answers.

Testing 318

Testing Software Modeling Measurement 318

CIO Business Intelligence

MARCH 19, 2025

Then in November, the company revealed its Azure AI Agent Service, a fully-managed service that lets enterprises build, deploy and scale agents quickly. Before that, though, ServiceNow announced its AI Agents offering in September, with the first use cases for customer service management and IT service management, available in November.

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Software Risk Enterprise Cost-Benefit 143