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

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 117

Experimentation Strategy Machine Learning Interactive 117

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

JANUARY 19, 2024

The certification consists of several exams that cover topics such as machine learning, natural language processing, computer vision, and model forecasting and optimization. You should also have experience with pattern detection, experimentation in business optimization techniques, and time-series forecasting.

Data Science 122

Data Science Machine Learning Predictive Modeling Experimentation 122

CIO Business Intelligence

JANUARY 25, 2024

After a year of frenzied experimentation and investment, executives will have to identify truly valid use cases (and ROI) for AI in 2024. Here are three strategies designed to help CIOs and others maximize their return not just on AI, but all essential tech.

ROI 94

ROI Experimentation Sales Finance 94

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 Modeling 105

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 102

Management Experimentation Optimization Enterprise 102

Cloudera

OCTOBER 4, 2023

In telecommunications, fast-moving data is essential when we’re looking to optimize the network, improving quality, user satisfaction, and overall efficiency. This also achieves workload isolation, so we can run mission critical workloads independent from experimental and exploratory ones and nobody steps on anyone’s toes by accident.

Data Warehouse 85

Data Warehouse Experimentation Cost-Benefit Dashboards 85

CIO Business Intelligence

MARCH 12, 2024

Early use cases include code generation and documentation, test case generation and test automation, as well as code optimization and refactoring, among others. Junior developers are reporting the biggest productivity boosts, but this remains an area of active research and experimentation,” Tandon says.

Software 126

Software Experimentation Testing Cost-Benefit 126

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. And yet, chances are you really don’t know anyone directly who uses experimentation as a part of their regular business practice. Wah wah wah waaah.

Experimentation 101

Experimentation Testing Optimization Marketing 101

DataKitchen

DECEMBER 1, 2022

And finally, it’s about assisting organizations in creating a culture of experimentation where failure is okay because you know you’ll have the proper data infrastructure, processes, and policies to quickly identify and mitigate any issues. With DataOps, data teams can ship data analytics systems faster and more confidently.

Experimentation 130

Experimentation Data-driven Risk Optimization 130

CIO Business Intelligence

SEPTEMBER 7, 2023

Innovation is about modernization, it’s about optimization,” said Dan Gisolfi, Distinguished Engineer, Head of Innovation and Intellectual Property at Discover Financial Services. “It And it boils down to one core concept: a relentless commitment to improving the way people work and enhancing the careers of engineers.

Experimentation 77

Experimentation Digital Transformation Optimization Testing 77

Occam's Razor

MAY 22, 2006

This post is a primer on the delightful world of testing and experimentation (A/B, Multivariate, and a new term from me: Experience Testing). Experimentation and testing help us figure out we are wrong, quickly and repeatedly and if you think about it that is a great thing for our customers, and for our employers.

Experimentation 103

Experimentation Testing Optimization Measurement 103

CIO Business Intelligence

NOVEMBER 13, 2023

No matter the industry, organizations are increasingly looking for ways to optimize mission-critical software development processes. The DevOps ecosystem of today is becoming increasingly more complex. Businesses are under constant pressure to adopt new processes and platforms to achieve the goals set out by business leaders.

Experimentation 106

Experimentation Software Data Processing Optimization 106

CIO Business Intelligence

FEBRUARY 22, 2024

With the aim to accelerate innovation and transform its digital infrastructures and services, Ferrovial created its Digital Hub to serve as a meeting point where research and experimentation with digital strategies could, for example, provide new sources of income and improve company operations.

IT 93

IT Digital Transformation IoT Cost-Benefit 93

CIO Business Intelligence

APRIL 25, 2023

It is simply unaware of truthfulness, as it is optimized to predict the most likely response based on the context of the current conversation, the prompt provided, and the data set it is trained on. It’s hard to achieve a deep, experiential understanding of new technology without experimentation.

Experimentation 102

Experimentation Enterprise Deep Learning Modeling 102

The Unofficial Google Data Science Blog

JULY 22, 2020

Instead, we focus on the case where an experimenter has decided to run a full traffic ramp-up experiment and wants to use the data from all of the epochs in the analysis. When there are changing assignment weights and time-based confounders, this complication must be considered either in the analysis or the experimental design.

Experimentation 95

Experimentation Statistics Testing Strategy 95

CIO Business Intelligence

DECEMBER 6, 2023

Laying the data foundation The four pillars of DS Smith’s digital plan revolved around the management and optimization of data generated by industrial machines, energy providers, its supply chain, and customer experience. Energy optimization is another key aspect of DS Smith’s data and sustainability pipeline, the CIO says.

Manufacturing 78

Manufacturing Data Lake Digital Transformation Machine Learning 78

Smart Data Collective

OCTOBER 13, 2022

These patterns could then be used as the basis for additional experimentation by scientists or engineers. Assembly Line Optimization. Assembly line optimization is a process that allows companies to identify and optimize their production processes, from the design phase to the assembly line. Generative Design.

Testing 112

Testing Cost-Benefit Experimentation Optimization 112

Cloudera

OCTOBER 18, 2023

Portfolio Optimization Analyze a portfolio of investments and identify opportunities to optimize returns while managing risk. By analyzing existing code and patterns, generative AI algorithms can generate new code that is optimized for specific use cases.

Cost-Benefit 77

Cost-Benefit Testing Machine Learning Optimization 77

CIO Business Intelligence

NOVEMBER 7, 2022

Have business leaders defined realistic success criteria and areas of low-risk experimentation? The lab infrastructure used to develop models, and the lower scale required to pilot an AI capability, may not be the optimal production infrastructure. Are they involved in pilots and providing feedback?

Machine Learning 124

Machine Learning Data Science Experimentation IoT 124

CIO Business Intelligence

MAY 12, 2022

Most tools offer visual programming interfaces that enable users to drag and drop various icons optimized for data analysis. A free plan allows experimentation. TIBCO Streaming , for instance, is optimized for creating real-time decisions from a time series of events. Anyone who works in manufacturing knows SAP software.

Predictive Analytics 136

Predictive Analytics Analytics Statistics Machine Learning 136

CIO Business Intelligence

OCTOBER 1, 2022

The digital transformation of P&G’s manufacturing platform will enable the company to check product quality in real-time directly on the production line, maximize the resiliency of equipment while avoiding waste, and optimize the use of energy and water in manufacturing plants. Data and AI as digital fundamentals.

Manufacturing 144

Manufacturing Digital Transformation IoT Internet of Things 144

IBM Big Data Hub

DECEMBER 5, 2023

This data tracks closely with a recent IDC Europe study that found 40% of worldwide retailers and brands are in the experimentation phase of generative AI, while 21% are already investing in generative AI implementations. The impact of these investments will become evident in the coming years. trillion on retail businesses through 2029.

Unstructured Data 94

Unstructured Data Cost-Benefit Experimentation Machine Learning 94

CIO Business Intelligence

JULY 3, 2023

According to a recently leaked Google memo, “The barrier to entry for training and experimentation has dropped from the total output of a major research organization to one person, an evening, and a beefy laptop.”

Management 101

Management Experimentation Modeling Enterprise 101

CIO Business Intelligence

NOVEMBER 2, 2023

“Awareness of FinOps practices and the maturity of software that can automate cloud optimization activities have helped enterprises get a better understanding of key cost drivers,” McCarthy says, referring to the practice of blending finance and cloud operations to optimize cloud spend.

Strategy 127

Strategy Data Processing Experimentation Optimization 127

Domino Data Lab

OCTOBER 14, 2020

Experimentation and collaboration are built into the core of the platform. This ability enhances the efficiency of operational management and optimizes the cost of experimentation. And because it’s parquet, we get all the benefits of parquet, including self-describing schema and IO optimizations. Why Petastorm?

Experimentation 99

Experimentation Modeling Deep Learning Testing 99

CIO Business Intelligence

FEBRUARY 7, 2024

Stephen Franchetti, CIO of Samsara, a fleet management SaaS provider that went public in 2021, believes the only way to optimize your AI strategy (or any emerging technology strategy, in fact) is with a bottoms-up approach. We’ve seen an ongoing iteration of experimentation with a number of promising pilots in production,” he says.

KPI 86

KPI Measurement Experimentation Finance 86

CIO Business Intelligence

AUGUST 16, 2023

But now, routes are optimized according to the filling levels in the vessels, which are owned by the Swedish Transport Administration, yet Svevia is responsible for emptying them through a number of subcontractors around the country. “We Since the route optimization came into place, fewer emptyings are required, he notes.

Risk 81

Risk Cost-Benefit Digital Transformation Internet of Things 81

CIO Business Intelligence

JUNE 14, 2023

They should also have experience with pattern detection, experimentation in business, optimization techniques, and time series forecasting.

Big Data 121

Big Data Data Analytics Analytics Predictive Modeling 121

CIO Business Intelligence

DECEMBER 29, 2023

Adaptability and useability of AI tools For CIOs, 2023 was the year of cautious experimentation for AI tools. To effectively address this priority, organizations must focus on developing and executing comprehensive strategies that encompass several key aspects, such as data classification, security, and resource optimization.”

Cost-Benefit 132

Cost-Benefit Digital Transformation Consulting Strategy 132

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.

Experimentation 145

Experimentation Machine Learning Key Performance Indicator Reporting 145

Rocket-Powered Data Science

OCTOBER 16, 2020

Specifically, is it a detection problem (fraud or emergent behavior), a discovery problem (new customers or new opportunities), a prediction problem (what will happen) or an optimization problem (how to improve outcomes)? (3) 4) What data do you have to fuel the algorithms, the training and the modeling processes? (5)

Digital Transformation 142

Digital Transformation Experimentation Data Strategy Strategy 142

Cloudera

SEPTEMBER 17, 2020

A large oil and gas company was suffering over not being able to offer users an easy and fast way to access the data needed to fuel their experimentation. To address this, they focused on creating an experimentation-oriented culture, enabled thanks to a cloud-native platform supporting the full data lifecycle.

Experimentation 81

Experimentation Data Warehouse Dashboards Visualization 81

CIO Business Intelligence

DECEMBER 14, 2023

Reining in the rugged and remote Through rapid cycles of discovery and experimentation, Mathur and De Bernardi’s cross-functional team devised a solution that leaned heavily on additive manufacturing, more commonly known as “3D printing.” These early wins are reason for optimism.

Manufacturing 72

Manufacturing Digital Transformation Experimentation Cost-Benefit 72

CIO Business Intelligence

FEBRUARY 21, 2023

The firm’s connected brewery IoT platform, for instance, is being used for data ingestion and edge computing in breweries, enabling local teams to analyze, adjust, test and optimize production processes, with this in-turn allowing operations to leverage real-time and historical data to support the workers on the shop floor.

Digital Transformation 93

Digital Transformation Sales Experimentation Optimization 93

The Unofficial Google Data Science Blog

APRIL 16, 2019

by MICHAEL FORTE Large-scale live experimentation is a big part of online product development. This means a small and growing product has to use experimentation differently and very carefully. This blog post is about experimentation in this regime. But these are not usually amenable to A/B experimentation.

Experimentation 68

Experimentation Sales Metrics Measurement 68