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. However, none of these layers help with modeling and optimization. We cannot expect data scientists to write modeling frameworks like PyTorch or optimizers like Adam from scratch!

IT 350

IT Testing Experimentation Software 350

CIO Business Intelligence

DECEMBER 20, 2023

This has spurred interest around understanding and measuring developer productivity, says Keith Mann, senior director, analyst, at Gartner. Streamlining to optimize productivity Agile software development is essential to innovate and retain competitiveness. Instead, it might be this emphasis on streamlining processes that matters most.

Measurement 124

Measurement Software IT Metrics 124

AWS Big Data

OCTOBER 9, 2024

We outline cost-optimization strategies and operational best practices achieved through a strong collaboration with their DevOps teams. We also discuss a data-driven approach using a hackathon focused on cost optimization along with Apache Spark and Apache HBase configuration optimization. This sped up their need to optimize.

Optimization 128

Optimization Testing Data-driven Strategy 128

Occam's Razor

FEBRUARY 7, 2022

Since you're reading a blog on advanced analytics, I'm going to assume that you have been exposed to the magical and amazing awesomeness of experimentation and testing. Insights worth testing. The entire online experimentation canon is filled with landing page optimization type testing. Public relations.

Experimentation 103

Experimentation Testing Optimization Marketing 103

AWS Big Data

MARCH 12, 2024

In this post, we provide benchmark results of running increasingly complex data quality rulesets over a predefined test dataset. Dataset details The test dataset contains 104 columns and 1 million rows stored in Parquet format. Create a folder in the S3 bucket called isocodes and upload the isocodes.csv file. ruleset-5 5 dqjob:rs5 150.3

Data Quality 115

Data Quality Measurement Testing Visualization 115

Smart Data Collective

JANUARY 19, 2023

Reasons for Cost Optimization Cost optimization is an important part of any organization’s DevOps strategy. By optimizing costs, organizations can maximize their profits and keep up with the ever-changing business landscape. But what are some of the reasons why DevOps teams should consider cost optimization?

Optimization 124

Optimization Cost-Benefit Software Measurement 124

AWS Big Data

DECEMBER 7, 2023

In this post, we outline planning a POC to measure media effectiveness in a paid advertising campaign. We chose to start this series with media measurement because “Results & Measurement” was the top ranked use case for data collaboration by customers in a recent survey the AWS Clean Rooms team conducted.

Measurement 115

Measurement Advertising Testing Data-driven 115

datapine

MAY 2, 2023

You can use big data analytics in logistics, for instance, to optimize routing, improve factory processes, and create razor-sharp efficiency across the entire supply chain. According to studies, 92% of data leaders say their businesses saw measurable value from their data and analytics investments.

Big Data 275

Big Data Internet of Things Cost-Benefit Optimization 275

O'Reilly on Data

JUNE 15, 2023

If we want prosocial outcomes, we need to design and report on the metrics that explicitly aim for those outcomes and measure the extent to which they have been achieved. The creators of generative AI systems and Large Language Models already have tools for monitoring, modifying, and optimizing them.

Metrics 289

Metrics Reporting Measurement Finance 289

Cloudera

MAY 9, 2022

During performance testing, evaluate and validate configuration parameters and any SQL modifications. It is advisable to make one change at a time during performance testing of the workload, and would be best to assess the impact of tuning changes in your development and QA environments before using them in production environments.

Optimization 123

Optimization Testing Cost-Benefit Measurement 123

Smart Data Collective

NOVEMBER 29, 2022

Analytics is especially important for companies trying to optimize their online presence. Website optimization is absolutely vital for any brand striving to do business online. Website optimization has been a key part of a business’s strategy since the late 1990s. Optimize for mobile. Then you can think about the desktop.

Optimization 121

Optimization Data Analytics Analytics Analytics Technologies 121

Cloudera

NOVEMBER 13, 2020

Impala Optimizations for Small Queries. We’ll discuss the various phases Impala takes a query through and how small query optimizations are incorporated into the design of each phase. Query optimization in databases is a long standing area of research, with much emphasis on finding near optimal query plans.

Optimization 144

Optimization Metadata Statistics Cost-Benefit 144

AWS Big Data

OCTOBER 3, 2023

Systems of this nature generate a huge number of small objects and need attention to compact them to a more optimal size for faster reading, such as 128 MB, 256 MB, or 512 MB. As of this writing, only the optimize-data optimization is supported. For our testing, we generated about 58,176 small objects with total size of 2 GB.

Optimization 126

Optimization Snapshot Data Lake Metadata 126

DataKitchen

NOVEMBER 5, 2024

Data is typically organized into project-specific schemas optimized for business intelligence (BI) applications, advanced analytics, and machine learning. 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.

Data Quality 204

Data Quality Testing Metrics Reporting 204

datapine

FEBRUARY 9, 2024

The process helps businesses and decision-makers measure the success of their strategies toward achieving company goals. Company A then creates ads, launches a blog, boosts its social media presence, and optimizes its website for enhanced search engine rankings. Your Chance: Want to test a KPI management software for free?

KPI 221

KPI Management Key Performance Indicator Measurement 221

DataKitchen

MAY 10, 2021

Some will argue that observability is nothing more than testing and monitoring applications using tests, metrics, logs, and other artifacts. Below we will explain how to virtually eliminate data errors using DataOps automation and the simple building blocks of data and analytics testing and monitoring. . Tie tests to alerts.

Testing 214

Testing Manufacturing Data Quality Statistics 214

CIO Business Intelligence

MAY 23, 2024

More recently, products have become increasingly digital, with software that manages patient flows, tools for surgery planning, and sterile management processes that optimize inventory and ensure that surgical instruments are delivered at the right time to the right place.

Digital Transformation 111

Digital Transformation Measurement Cost-Benefit Data Warehouse 111

datapine

OCTOBER 11, 2023

A Warehouse KPI is a measurement that helps warehousing managers to track the performance of their inventory management, order fulfillment, picking and packing, transportation, and overall operations. These powerful measurements will allow you to track all activities in real-time to ensure everything runs smoothly and safely.

Metrics 217

Metrics KPI Management Cost-Benefit 217

DataKitchen

NOVEMBER 18, 2021

The data analytics lifecycle is a factory, and like other factories, it can be optimized with techniques borrowed from methods like lean manufacturing. Write tests that catch data errors. To avoid errors and outages, fearful engineers give each analytics project a more extended development and test schedule.

Testing 246

Testing Data Governance Measurement Software 246

IBM Big Data Hub

NOVEMBER 6, 2023

Security testing. Security testing requires developers to submit standard requests using an API client to assess the quality and correctness of system responses. AI and API security Among existing API security measures, AI has emerged as a new — and potentially powerful — tool for fortifying APIs.

Optimization 113

Optimization Testing Software Risk 113

AWS Big Data

APRIL 28, 2023

One of the most common questions we get from customers is how to effectively monitor and optimize costs on AWS Glue for Spark. In this post, we demonstrate a tactical approach to help you manage and reduce cost through monitoring and optimization techniques on top of your AWS Glue workloads. includes the new optimized Apache Spark 3.3.0

Optimization 121

Optimization Metrics Interactive Data Integration 121

AWS Big Data

JULY 11, 2024

Amazon OpenSearch Service introduced the OpenSearch Optimized Instances (OR1) , deliver price-performance improvement over existing instances. For more details about OR1 instances, refer to Amazon OpenSearch Service Under the Hood: OpenSearch Optimized Instances (OR1). OR1 instances use a local and a remote store.

Optimization 114

Optimization Metrics Data Processing Snapshot 114

O'Reilly on Data

JUNE 19, 2019

In a previous post , we noted some key attributes that distinguish a machine learning project: Unlike traditional software where the goal is to meet a functional specification, in ML the goal is to optimize a metric. A catalog or a database that lists models, including when they were tested, trained, and deployed.

Modeling 195

Modeling Machine Learning Testing Metrics 195

O'Reilly on Data

SEPTEMBER 15, 2020

Technical sophistication: Sophistication measures a team’s ability to use advanced tools and techniques (e.g., Technical competence: Competence measures a team’s ability to successfully deliver on initiatives and projects. They’re not new to the field; they’ve solved problems, and have discovered what does and doesn’t work.

Advertising 299

Advertising Cost-Benefit ROI Machine Learning 299

datapine

JULY 3, 2019

In a hyper-connected digital world driven by data, there has never been a better time for businesses to gather meaningful insights on their target prospects, in addition to measuring ongoing levels of commercial growth and performance. Social media KPIs are values that measure the performance of social media marketing (SMM) campaigns.

Metrics 219

Metrics KPI Strategy ROI 219

O'Reilly on Data

MAY 14, 2020

In addition, the Research PM defines and measures the lifecycle of each research product that they support. Because they are building an AI product that will be consumed by the masses, it’s possible (perhaps even desirable) to optimize for rapid experimentation and iteration over accuracy—especially at the beginning of the product cycle.

Management 363

Management Experimentation B2B Machine Learning 363

DataKitchen

SEPTEMBER 21, 2023

L1 is usually the raw, unprocessed data ingested directly from various sources; L2 is an intermediate layer featuring data that has undergone some form of transformation or cleaning; and L3 contains highly processed, optimized, and typically ready for analytics and decision-making processes.

Testing 182

Testing Data Quality Predictive Modeling Metrics 182

datapine

FEBRUARY 10, 2021

Likes, comments, shares, reach, CTR, conversions – all have become extremely significant to optimize and manage regularly in order to grow in our competitive digital environment. Your Chance: Want to test a social media dashboard software for free? Your Chance: Want to test a social media dashboard software for free?

Dashboards 193

Dashboards Scorecard KPI Metrics 193

CIO Business Intelligence

SEPTEMBER 26, 2024

Many developers say AI coding assistants make them more productive, but a recent study set forth to measure their output and found no significant gains. The study measured pull request (PR) cycle time, or the time to merge code into a repository, and PR throughput, the number of pull requests merged.

Measurement 145

Measurement Software Testing Data-driven 145

datapine

JANUARY 24, 2021

Once you have your data analytics questions, you need to have some standard KPIs that you can use to measure them. OK – so far, you’ve picked out some data analysis questions, and you’ve found KPIs to measure them. There are basically 4 types of scales: *Statistics Level Measurement Table*. Did the best according to what?

IT 317

IT Statistics KPI Data-driven 317

datapine

APRIL 3, 2020

A call center dashboard is an intuitive visual reporting tool that displays a range of relevant call center metrics and KPIs that allow customer service managers and teams to monitor and optimize performance and spot emerging trends in a central location. Your Chance: Want to test a call center dashboard software for free?

Dashboards 201

Dashboards Data-driven Reporting Analytics 201

IBM Big Data Hub

MARCH 6, 2024

Re-platforming With a re-platforming migration, some adjustments or optimizations are made to the applications before moving them to the cloud. Additionally, without proper monitoring and optimization, ongoing cloud usage costs can escalate rapidly, leading to budget overruns and financial strain.

Optimization 73

Optimization Strategy Cost-Benefit Testing 73

Smart Data Collective

JULY 9, 2023

One benefit is that they can help with conversion rate optimization. Collecting Relevant Data for Conversion Rate Optimization Here is some vital data that e-commerce businesses need to collect to improve their conversion rates. One report found that global e-commerce brands spent over $16.7 billion on analytics last year.

Optimization 82

Optimization Data Analytics Analytics Data-driven 82

datapine

SEPTEMBER 1, 2020

Your Chance: Want to test a market research reporting software? An effective modern means of extracting real value from your research results such as brand analysis, market research reports present and arrange data in a way that is digestible and logical in equal measures through professional online reporting software and tools.

Reporting 247

Reporting Marketing KPI Dashboards 247

AWS Big Data

NOVEMBER 27, 2024

Therefore, cost optimization levers are important to achieve a favorable balance of cost vs. benefit. Replicate these tests using the older R5 instances as the baseline. FAISS engine results We also examine results from the same tests performed on k-NN indexes configured on the FAISS engine. Using your OpenSearch 2.17

Cost-Benefit 122

Cost-Benefit Optimization Machine Learning Software 122

datapine

OCTOBER 29, 2021

Armed with powerful visualizations and real-time data, modern weekly summary reports enable businesses to closely monitor their performance and the progress of their strategies to extract relevant insights and optimize their processes to ensure constant growth. Your Chance: Want to build great weekly status reports on your own?

Interactive 220

Interactive Reporting Dashboards Metrics 220

datapine

MARCH 8, 2021

Your Chance: Want to test a healthcare reporting software for free? Healthcare reports, or healthcare reporting, are a data-driven means of benchmarking the performance of specific processes or functions within a healthcare institution, with the primary aim of increasing efficiency, reducing errors, and optimizing healthcare metrics.

Reporting 198

Reporting KPI Management Cost-Benefit 198