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). It is also a sound strategy when experimenting with several parameters at the same time.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

CIO Business Intelligence

OCTOBER 18, 2023

If anything, 2023 has proved to be a year of reckoning for businesses, and IT leaders in particular, as they attempt to come to grips with the disruptive potential of this technology — just as debates over the best path forward for AI have accelerated and regulatory uncertainty has cast a longer shadow over its outlook in the wake of these events.

Risk 141

Risk Manufacturing Enterprise Technology 141

CIO Business Intelligence

DECEMBER 29, 2023

Among the various strategies at our disposal, automation stands out as a pivotal solution,” she says. “In Adaptability and useability of AI tools For CIOs, 2023 was the year of cautious experimentation for AI tools. Adaptability and useability of AI tools For CIOs, 2023 was the year of cautious experimentation for AI tools.

Cost-Benefit 139

Cost-Benefit Digital Transformation Consulting Strategy 139

CIO Business Intelligence

JULY 3, 2023

The 2023 State of the CIO survey reveals that 71% of CIO respondents anticipate greater involvement in business strategy over the next three years with 85% stating they were becoming more digital- and innovation-focused. But the rise of large language models (LLMs) is starting to make true knowledge management (KM) a reality.

Management 105

Management Experimentation Modeling Enterprise 105

CIO Business Intelligence

FEBRUARY 21, 2023

Yet in 2023, the brewer faces new constraints, such as an expected recession, rising barley and energy prices, and aluminum supply chain shortages. Ing Yan says it’s already helped detect and resolve customer churn, and improve sustainability by reducing sales travel by 30% through optimal routing.

Digital Transformation 105

Digital Transformation Sales Experimentation Optimization 105

CIO Business Intelligence

OCTOBER 9, 2023

Christian Mate, CIO, Elara Caring Elara Caring CIOs have more tactical aspirations right now, especially with regard to digital initiatives, according to Gartner’s 2023 CIO and Technology Executive Agenda. Tech leaders must focus on a business-aligned tech strategy to deliver on the competing mandates, Guarini says. “A

Strategy 137

Strategy Technology Experimentation Testing 137

IBM Big Data Hub

APRIL 18, 2024

While leaders have some reservations about the benefits of current AI, organizations are actively investing in gen AI deployment, significantly increasing budgets, expanding use cases, and transitioning projects from experimentation to production. AGI wouldn’t just perceive its surroundings; it would understand them.

Cost-Benefit 97

Cost-Benefit Modeling Manufacturing Interactive 97

CIO Business Intelligence

JULY 3, 2023

They are increasingly included in board-level discussions on cybersecurity and tech investments for organizational initiatives and are influencing decisions related to planning, strategy, implementation, and operations. So, from strategy to execution, CIOs must be involved in all facets of the organization.

IT 115

IT Digital Transformation Strategy Technology 115

CIO Business Intelligence

JUNE 6, 2023

Organize frequent startup pitches and demos With venture capital investment continuing to fall in 2023 , more startups should find themselves eager to partner with enterprises, and that presents IT leaders a wealth of opportunities to improve their innovation outlook. Digital Transformation, Innovation, IT Strategy, Startups

Key Performance Indicator 105

Key Performance Indicator Cost-Benefit Enterprise Experimentation 105

CIO Business Intelligence

JULY 7, 2023

Improving employee productivity and collaboration is a top business objective, according to the 2023 Foundry Digital Business Study. Adopting a strategy for single identity and access management not only assists with enforcing security policies organization-wide, but also optimizes the employee experience,” Krumova said.

Measurement 122

Measurement Risk Experimentation Enterprise 122

AWS Big Data

MAY 24, 2023

When you build your transactional data lake using Apache Iceberg to solve your functional use cases, you need to focus on operational use cases for your S3 data lake to optimize the production environment. The following examples are also available in the sample notebook in the aws-samples GitHub repo for quick experimentation.

Data Lake 85

Data Lake Snapshot Metadata Optimization 85

AWS Big Data

NOVEMBER 14, 2023

Amazon Kinesis Data Streams is a foundational data strategy pillar for tens of thousands of customers. A data strategy that incorporates streaming is necessary to deliver personalization and proprietary data that is available for querying in real time. Real-time streaming data technologies are essential for digital transformation.

IoT 56

IoT Data-driven Data Lake Data Strategy 56

IBM Big Data Hub

JANUARY 17, 2023

In 2023, we have four entry points aligned to common data & AI stakeholder challenges. You can select a hybrid integration strategy that aligns with your organization’s business strategy to meet the needs of your data consumers wanting to access and utilize the data. AI is no longer experimental. Start a trial.

Data-driven 57

Data-driven Enterprise Data Governance Prescriptive Analytics 57

IBM Big Data Hub

SEPTEMBER 25, 2023

With a few taps on a mobile device, riders request a ride; then, Uber’s algorithms work to match them with the nearest available driver and calculate the optimal price. This allowed them to focus on SQL-based query optimization to the nth degree. But the simplicity ends there. Every transaction, every cent matters.

OLAP 95

OLAP Data Lake Data-driven Snapshot 95