CIO Business Intelligence

DECEMBER 30, 2024

The company says it can achieve PhD-level performance in challenging benchmark tests in physics, chemistry, and biology. In these uses case, we have enough reference implementations to point to and say, Theres value to be had here.' Today, gen AI is an adjunct, used to boost productivity of individual team members.

Software 141

Software ROI Modeling Interactive 141

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

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

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.

KPI 221

KPI Management Key Performance Indicator Measurement 221

CIO Business Intelligence

NOVEMBER 22, 2024

Unfortunately, despite hard-earned lessons around what works and what doesn’t, pressure-tested reference architectures for gen AI — what IT executives want most — remain few and far between, she said. “What’s Next for GenAI in Business” panel at last week’s Big.AI@MIT

Unstructured Data 136

Unstructured Data Testing Modeling Enterprise 136

CIO Business Intelligence

APRIL 30, 2025

Though loosely applied, agentic AI generally refers to granting AI agents more autonomy to optimize tasks and chain together increasingly complex actions. In addition to contract management, Shah highlights procurement and IT support as areas where AI agents can cut through the noise and act autonomously.

IT 139

IT Sales Cost-Benefit Data-driven 139

AWS Big Data

OCTOBER 11, 2024

By implementing a robust snapshot strategy, you can mitigate risks associated with data loss, streamline disaster recovery processes and maintain compliance with data management best practices. This post provides a detailed walkthrough about how to efficiently capture and manage manual snapshots in OpenSearch Service.

Snapshot 111

Snapshot Dashboards Management Testing 111

O'Reilly on Data

JUNE 15, 2023

They were not imposed from without, but were adopted because they allowed merchants to track and manage their own trading ventures. So, what better place to start with developing regulations for AI than with the management and control frameworks used by the companies that are developing and deploying advanced AI systems?

Metrics 360

Metrics Reporting Measurement Finance 360

Rocket-Powered Data Science

JUNE 17, 2022

.’ Observability delivers actionable insights, context-enriched data sets, early warning alert generation, root cause visibility, active performance monitoring, predictive and prescriptive incident management, real-time operational deviation detection (6-Sigma never had it so good!), Reference ) Splunk Enterprise 9.0

Machine Learning 238

Machine Learning Recreation/Entertainment Risk Business Objectives 238

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

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

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 110

Data Warehouse Analytics Testing Sales 110

AWS Big Data

JULY 1, 2024

Customers with data engineers and data scientists are using Amazon Managed Workflows for Apache Airflow (Amazon MWAA) as a central orchestration platform for running data pipelines and machine learning (ML) workloads. This post describes best practices for managing your requirements file in your Amazon MWAA environment.

Management 110

Management Testing Strategy Machine Learning 110

AWS Big Data

NOVEMBER 19, 2024

Amazon Managed Workflows for Apache Airflow (Amazon MWAA), is a managed Apache Airflow service used to extract business insights across an organization by combining, enriching, and transforming data through a series of tasks called a workflow. This approach offers greater flexibility and control over workflow management.

Metadata 111

Metadata Cost-Benefit Metrics Optimization 111

DataKitchen

NOVEMBER 20, 2021

A DataOps Engineer can make test data available on demand. DataOps Engineers have tools that we apply to all of the pipeline orchestrations that we manage. We have automated testing and a system for exception reporting, where tests identify issues that need to be addressed. We don’t want to embarrass anyone.

Testing 246

Testing Machine Learning Data Warehouse Analytics 246

AWS Big Data

MAY 23, 2024

For existing users of Amazon Managed Service for Apache Flink who are excited about the recent announcement of support for Apache Flink runtime version 1.18, you can now statefully migrate your existing applications that use older versions of Apache Flink to a more recent version, including Apache Flink version 1.18.

Snapshot 115

Snapshot Management Testing Consulting 115

AWS Big Data

MARCH 10, 2025

Amazon Redshift Serverless AI-driven scaling and optimization can adapt more precisely to diverse workload requirements and employs intelligent resource management, automatically adjusting resources during query execution for optimal performance. The following screenshots show the elapsed time breakdown for each test.

Optimization 86

Optimization Data Warehouse Data-driven Testing 86

CIO Business Intelligence

SEPTEMBER 25, 2024

Accenture’s award-winning attack surface management program strengthens the company’s resiliency and security posture. To achieve complete visibility of its IP estate, Accenture merged various technologies into a custom ASM (attack surface management) program. We knew we needed to do better.”

Management 114

Management Testing Consulting Technology 114

AWS Big Data

OCTOBER 30, 2024

Amazon DataZone is a data management service that makes it faster and easier for customers to catalog, discover, share, and govern data stored across AWS, on premises, and from third-party sources. Refer to the detailed blog post on how you can use this to connect through various other tools.

Analytics 119

Analytics Visualization Data Governance Data-driven 119

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.

Software 143

Software Risk Enterprise Cost-Benefit 143

AWS Big Data

DECEMBER 27, 2024

To assess the Spark engines performance with the Iceberg table format, we performed benchmark tests using the 3 TB TPC-DS dataset, version 2.13 (our results derived from the TPC-DS dataset are not directly comparable to the official TPC-DS results due to setup differences). 4xlarge instances, for testing both open source Spark 3.5.3

Cost-Benefit 105

Cost-Benefit Testing Metrics Optimization 105

AWS Big Data

DECEMBER 17, 2024

With the introduction of RA3 nodes with managed storage in 2019, customers obtained flexibility to scale and pay for compute and storage independently. In internal tests, AI-driven scaling and optimizations showcased up to 10 times price-performance improvements for variable workloads.

Data Lake 98

Data Lake Data Warehouse Data-driven Optimization 98

AWS Big Data

SEPTEMBER 11, 2024

Amazon Managed Streaming for Apache Kafka (Amazon MSK) is a fully managed service that makes it easy to build and run Kafka clusters on Amazon Web Services (AWS). For guidance, refer to How to install Linux on Windows with WSL. Test the connection to the Amazon MSK server by entering the following command. amazonaws.com.

Testing 110

Testing Data Processing Management IT 110

AWS Big Data

SEPTEMBER 10, 2024

Amazon Redshift is a widely used, fully managed, petabyte-scale data warehouse service. Redshift Test Drive is a tool hosted on the GitHub repository that let customers evaluate which data warehouse configurations options are best suited for their workload. The following image shows the process flow.

Testing 111

Testing Snapshot Data Warehouse Metrics 111

AWS Big Data

NOVEMBER 7, 2024

Amazon Redshift is a fully managed, AI-powered cloud data warehouse that delivers the best price-performance for your analytics workloads at any scale. Refer to Easy analytics and cost-optimization with Amazon Redshift Serverless to get started. To test this, let’s ask Amazon Q to “delete data from web_sales table.”

Metadata 105

Metadata Sales Data Warehouse Optimization 105

AWS Big Data

MARCH 11, 2024

When running Apache Flink applications on Amazon Managed Service for Apache Flink , you have the unique benefit of taking advantage of its serverless nature. With Managed Service for Apache Flink, you can add and remove compute with the click of a button. Each KPU also comes with 50 GB of storage attached to the application.

Management 126

Management Snapshot Metrics Cost-Benefit 126

CIO Business Intelligence

JANUARY 14, 2025

In todays digital economy, business objectives like becoming a leading global wealth management firm or being a premier destination for top talent demand more than just technical excellence. Most importantly, architects make difficult problems manageable. The stakes have never been higher.

Enterprise 119

Enterprise Technology Metrics Measurement 119

CIO Business Intelligence

MARCH 24, 2023

It encompasses the people, processes, and technologies required to manage and protect data assets. The Data Management Association (DAMA) International defines it as the “planning, oversight, and control over management of data and the use of data and data-related sources.”

Data Governance 142

Data Governance Management Metadata Data Quality 142

O'Reilly on Data

NOVEMBER 28, 2023

Unexpected outcomes, security, safety, fairness and bias, and privacy are the biggest risks for which adopters are testing. Programmers have always developed tools that would help them do their jobs, from test frameworks to source control to integrated development environments. Only 4% pointed to lower head counts.

Enterprise 342

Enterprise Modeling Testing Reporting 342

AWS Big Data

OCTOBER 11, 2023

Organizations with legacy, on-premises, near-real-time analytics solutions typically rely on self-managed relational databases as their data store for analytics workloads. We introduce you to Amazon Managed Service for Apache Flink Studio and get started querying streaming data interactively using Amazon Kinesis Data Streams.

Management 131

Management Metadata Analytics Dashboards 131

CIO Business Intelligence

DECEMBER 11, 2024

Travel and expense management company Emburse saw multiple opportunities where it could benefit from gen AI. Thats a problem, since building commercial products requires a lot of testing and optimization. Open source isnt completely free as there are still infrastructure and management costs. Finally, theres the price.

Cost-Benefit 115

Cost-Benefit Modeling Marketing Sales 115

O'Reilly on Data

DECEMBER 19, 2018

In a previous post , we talked about applications of machine learning (ML) to software development, which included a tour through sample tools in data science and for managing data infrastructure. have a large body of tools to choose from: IDEs, CI/CD tools, automated testing tools, and so on. Developers of Software 1.0

Machine Learning 279

Machine Learning Software Metadata Testing 279

AWS Big Data

MARCH 6, 2025

The Amazon Redshift Data API simplifies access to your Amazon Redshift data warehouse by removing the need to manage database drivers, connections, network configurations, data buffering, and more. Regional sales managers should only see sales data for their specific region, such as North America or Europe.

Visualization 102

Visualization Sales Data Warehouse Management 102

AWS Big Data

AUGUST 14, 2024

To mitigate this, Amazon Managed Service for Apache Flink has built a new layer of resilience by allowing customers to opt for the system-rollback feature that will seamlessly revert the application to a previous running version, thereby improving application stability and high availability.

Management 105

Management Snapshot Testing Dashboards 105

AWS Big Data

DECEMBER 10, 2024

As organizations increasingly adopt cloud-based solutions and centralized identity management, the need for seamless and secure access to data warehouses like Amazon Redshift becomes crucial. To learn more about this process, refer to Enabling SAML 2.0 federated users to access the AWS Management Console.

Sales 105

Sales Metadata Enterprise Testing 105

AWS Big Data

DECEMBER 16, 2024

For each service, you need to learn the supported authorization and authentication methods, data access APIs, and framework to onboard and test data sources. The SageMaker Lakehouse data connection testing capability boosts your confidence in established connections. To learn more, refer to Amazon SageMaker Unified Studio.

Visualization 93

Visualization Data Processing Testing Publishing 93