O'Reilly on Data

MARCH 25, 2025

ML apps needed to be developed through cycles of experimentation (as were no longer able to reason about how theyll behave based on software specs). The skillset and the background of people building the applications were realigned: People who were at home with data and experimentation got involved! Evaluation : Same as above.

Testing 168

Testing Data-driven Software Measurement 168

The Unofficial Google Data Science Blog

APRIL 23, 2024

If the relationship of $X$ to $Y$ can be approximated as quadratic (or any polynomial), the objective and constraints as linear in $Y$, then there is a way to express the optimization as a quadratically constrained quadratic program (QCQP). However, joint optimization is possible by increasing both $x_1$ and $x_2$ at the same time.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

CIO Business Intelligence

JANUARY 6, 2025

Its more about optimizing and maximizing the value were getting out of gen AI, she says. I firmly believe continuous learning and experimentation are essential for progress. Ronda Cilsick, CIO of software company Deltek, is aiming to do just that. As we go into 2025, well continue to see the evolution of gen AI.

IT 140

IT Cost-Benefit Measurement Experimentation 140

KDnuggets

DECEMBER 30, 2019

For those of you in a hurry and interested in ultralearning (which should be all of you), this recap reviews the approach and summarizes its key elements -- focus, optimization, and deep understanding with experimentation -- geared toward learning Data Science.

Data Science 125

Data Science Experimentation Optimization IT 125

CIO Business Intelligence

JANUARY 21, 2025

By embedding AI into data analysis frameworks, organizations can unlock unprecedented capabilities in healthcare diagnostics, manufacturing quality control, and marketing optimization, turning raw data into strategic competitive advantages, says Ashwin Rajeeva, co-founder and CTO of Acceldata.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

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. Experimentation is the key to finding the highest-yielding version of your website elements.

Optimization 97

Optimization Data Analytics Analytics Data-driven 97

AWS Big Data

NOVEMBER 19, 2024

Customers maintain multiple MWAA environments to separate development stages, optimize resources, manage versions, enhance security, ensure redundancy, customize settings, improve scalability, and facilitate experimentation. micro, remember to monitor its performance using the recommended metrics to maintain optimal operation.

Metadata 106

Metadata Cost-Benefit Metrics Optimization 106

O'Reilly on Data

SEPTEMBER 15, 2020

Likewise, AI doesn’t inherently optimize supply chains, detect diseases, drive cars, augment human intelligence, or tailor promotions to different market segments. Results are typically achieved through a scientific process of discovery, exploration, and experimentation, and these processes are not always predictable.

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

CIO Business Intelligence

OCTOBER 24, 2024

As they look to operationalize lessons learned through experimentation, they will deliver short-term wins and successfully play the gen AI — and other emerging tech — long game,” Leaver said. Determining the optimal level of autonomy to balance risk and efficiency will challenge business leaders,” Le Clair said.

ROI 127

ROI Data-driven Enterprise Experimentation 127

Smart Data Collective

DECEMBER 30, 2020

One of the most important applications of big data technology lies with inventory management and optimization. Understanding the Best Data-Driven Inventory Optimization Applications for the Coming Year. This is the best inventory optimization software for 2021, according to the latest research updated in December 2020 by Business.org.

Data-driven 99

Data-driven Software Optimization Big Data 99

CIO Business Intelligence

JANUARY 10, 2025

Currently, 51% of organizations are exploring their potential to optimize administrative tasks (60%), customer service (54%), and business content creation (53%). Despite the challenges, there is optimism about driving greater adoption. However, only 12% have deployed such tools to date.

ROI 81

ROI Enterprise Broadcasting Metrics 81

AWS Big Data

JUNE 11, 2024

Zstandard codec The Zstandard codec was introduced in OpenSearch as an experimental feature in version 2.7 , and it provides Zstandard-based compression and decompression APIs. release , the Zstandard codec has been promoted from experimental to mainline, making it suitable for production use cases. as experimental feature.

Optimization 87

Optimization Experimentation Cost-Benefit Software 87

O'Reilly on Data

MARCH 31, 2020

Because it’s so different from traditional software development, where the risks are more or less well-known and predictable, AI rewards people and companies that are willing to take intelligent risks, and that have (or can develop) an experimental culture.

Management 363

Management Machine Learning Experimentation Metrics 363

Cloudera

SEPTEMBER 18, 2024

Unique Data Integration and Experimentation Capabilities: Enable users to bridge the gap between choosing from and experimenting with several data sources and testing multiple AI foundational models, enabling quicker iterations and more effective testing.

Data-driven 91

Data-driven Optimization Experimentation Testing 91

CIO Business Intelligence

MAY 23, 2022

The cloud is great for experimentation when data sets are smaller and model complexity is light. However, this repatriation can mean more headaches for data science and IT teams to design, deploy and manage infrastructure optimized for AI as the workloads return on premises.

Experimentation 137

Experimentation Cost-Benefit Data Lake Data Science 137

datapine

MAY 20, 2020

With a powerful dashboard maker , each point of your customer relations can be optimized to maximize your performance while bringing various additional benefits to the picture. Whether you’re looking at consumer management dashboards and reports, every CRM dashboard template you use should be optimal in terms of design.

Dashboards 265

Dashboards Reporting KPI Visualization 265

CIO Business Intelligence

JANUARY 14, 2025

Just as state urban development offices monitor the health of different cities and provide targeted guidance based on each citys unique challenges, our portfolio health dashboard offers a comprehensive view that helps guide different business units toward optimal outcomes.

Enterprise 119

Enterprise Technology Metrics Measurement 119

DataRobot Blog

DECEMBER 6, 2022

Other organizations are just discovering how to apply AI to accelerate experimentation time frames and find the best models to produce results. After DataRobot has determined an optimal model, Continuous AI helps ensure that the currently deployed model will always be the best one, even as the world changes around it. Read the blog.

Experimentation 145

Experimentation Forecasting Data-driven Machine Learning 145

DataKitchen

APRIL 13, 2021

Observe, optimize, and scale enterprise data pipelines. . DataMo – Datmo tools help you seamlessly deploy and manage models in a scalable, reliable, and cost-optimized way. Varada – Self-optimizing cloud data virtualization platform. . Monte Carlo Data — Data reliability delivered. Data breaks. Other Vendors Talking DataOps.

Testing 300

Testing Machine Learning Consulting Data Science 300

CIO Business Intelligence

MAY 9, 2024

Experimentation drives momentum: How do we maximize the value of a given technology? Via experimentation. This can be as simple as a Google Sheet or sharing examples at weekly all-hands meetings Many enterprises do “blameless postmortems” to encourage experimentation without fear of making mistakes and reprisal.

Enterprise 122

Enterprise Experimentation Sales Manufacturing 122

AWS Big Data

JANUARY 15, 2025

For container terminal operators, data-driven decision-making and efficient data sharing are vital to optimizing operations and boosting supply chain efficiency. This post is co-written by Dr. Leonard Heilig and Meliena Zlotos from EUROGATE. Lakshmi Nair is a Senior Specialist Solutions Architect for Data Analytics at AWS.

IoT 100

IoT Machine Learning Metadata Data-driven 100

Cloudera

MARCH 2, 2022

You can read previous blog posts on Impala’s performance and querying techniques here – “ New Multithreading Model for Apache Impala ”, “ Keeping Small Queries Fast – Short query optimizations in Apache Impala ” and “ Faster Performance for Selective Queries ”. . Analytical SQL workloads use aggregates and joins heavily.

Data Warehouse 89

Data Warehouse Optimization Analytics Sales 89

CIO Business Intelligence

MARCH 4, 2025

Rather, Coburns team optimizes for fast experimentation and a metrics-driven approach. Were very experimental and fast to fail, Coburn says. By automating bottlenecks with AI tools, engineers are empowered to focus on innovation, advancing product development and fueling the companys growth in fintech.

Experimentation 69

Experimentation Metrics Data-driven Measurement 69

Occam's Razor

AUGUST 12, 2013

The outcome in either scenario is a restructuring of the organization that is exquisitely geared towards taking advantage of portfolio optimization. You should not treat your marketing optimization program with the same level of outcome optimization that is applied to five-year-olds. From a Venn -diagram. Who would have thunk?].

Modeling 162

Modeling Optimization Marketing Interactive 162

DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. By predicting which patients are at risk of readmission before they are discharged, doctors can follow appropriate medical procedures to prevent readmission, optimize costs, and enhance the quality of treatment. Auto-scale compute.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

AWS Big Data

DECEMBER 12, 2024

Amazon Redshift , optimized for complex queries, provides high-performance columnar storage and massively parallel processing (MPP) architecture, supporting large-scale data processing and advanced SQL capabilities. The solutions flexible and scalable architecture effectively optimizes operational costs and improves business responsiveness.

Snapshot 78

Snapshot Recreation/Entertainment Experimentation Data Lake 78

CIO Business Intelligence

DECEMBER 23, 2024

A new survey of SAP customer organizations shows that, despite AI experimentation, few have implemented AI and generative AI technologies across their enterprises. AI can help automate and optimize production, logistics, and personnel management processes, leading to visible cost savings and improvements.

Experimentation 59

Experimentation Optimization Digital Transformation Manufacturing 59

CIO Business Intelligence

JULY 18, 2024

The early bills for generative AI experimentation are coming in, and many CIOs are finding them more hefty than they’d like — some with only themselves to blame. By understanding their options and leveraging GPU-as-a-service, CIOs can optimize genAI hardware costs and maintain processing power for innovation.”

Cost-Benefit 136

Cost-Benefit Experimentation Consulting Modeling 136

CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. CBRE has also used AI to optimize portfolios for several clients, and recently launched a self-service generative AI product that enables employees to interact with CBRE and external data in a conversational manner. And those experiments have paid off.

Experimentation 130

Experimentation Strategy Machine Learning Interactive 130

Decision Management Solutions

MARCH 26, 2020

We’ve been blogging recently on Decision Optimization. The Customer Journey to Decision Optimization. Those trying to improve and optimize their decisions report various challenges. Experimentation at the beginning of your journey is essential to make sure you understand where you are starting.

Experimentation 72

Experimentation Recreation/Entertainment Optimization Testing 72

CIO Business Intelligence

JUNE 15, 2023

BCG asked 12,898 frontline employees, managers, and leaders in large organizations around the world how they felt about AI: 61% listed curiosity as one of their two strongest feelings, 52% listed optimism, 30% concern, and 26% confidence. Despite BCG’s findings of optimism in the workforce, there’s a darker side.

Management 116

Management Experimentation Optimization Enterprise 116

CIO Business Intelligence

AUGUST 20, 2024

They must define target outcomes, experiment with many solutions, capture feedback, and seek optimal paths to delivering multiple objectives while minimizing risks. This shift in focus requires teams to understand business strategy, market trends, customer needs, and value propositions.

IT 141

IT Digital Transformation Experimentation Risk 141

CIO Business Intelligence

DECEMBER 19, 2024

Additionally, nuclear power companies and energy infrastructure firms are hiring to optimize and secure energy systems, while smart city developers need IoT and AI specialists to build sustainable and connected urban environments, Breckenridge explains.

IT 52

IT IoT Machine Learning Optimization 52

CIO Business Intelligence

APRIL 12, 2024

Right now most organizations tend to be in the experimental phases of using the technology to supplement employee tasks, but that is likely to change, and quickly, experts say. But that’s just the tip of the iceberg for a future of AI organizational disruptions that remain to be seen, according to the firm.

Experimentation 143

Experimentation Reporting Testing Statistics 143

DataRobot

MARCH 10, 2021

Set the goal to be achieved or optimized. The experimenters simulated experiences in online travel and online dating, varying the time people waited for a search result. The experimenters also varied whether the participants were shown the hidden work that the website was doing while they were waiting for results.

Machine Learning 145

Machine Learning Experimentation Key Performance Indicator Reporting 145

DataRobot Blog

MARCH 8, 2023

DataRobot improves collaboration among AI teams so that they can discover and prove the value of models in business use cases through experimentation and then get models into production faster to improve how they run, grow, and optimize their business.

Enterprise 105

Enterprise Experimentation Machine Learning Data Science 105

CIO Business Intelligence

MAY 21, 2024

Along with code-generating copilots and text-to-image generators, which leverage a combination of LLMs and diffusion processing, LLMs are at the core of most generative AI experimentation in business today. We’re looking to [help our customers] schedule people optimally with the right skill at the right time,” he says.

IT 131

IT Cost-Benefit Experimentation Forecasting 131