CIO Business Intelligence

AUGUST 1, 2023

As many CIOs prepare their 2024 budgets and digital transformation priorities, developing a strategy that seeks opportunities to evolve business models, targets near-term operational impacts, prioritizes where employees should experiment, and defines AI-related risk-mitigating plans is imperative.

Digital Transformation 98

Digital Transformation Unstructured Data Strategy Experimentation 98

IBM Big Data Hub

DECEMBER 5, 2023

With the rise of highly personalized online shopping, direct-to-consumer models, and delivery services, generative AI can help retailers further unlock a host of benefits that can improve customer care, talent transformation and the performance of their applications. The impact of these investments will become evident in the coming years.

Unstructured Data 92

Unstructured Data Cost-Benefit Experimentation Machine Learning 92

Jet Global

APRIL 27, 2023

Tax teams of multinational enterprises (MNEs) in the manufacturing industry face increasing challenges to manage business and market risks effectively. For your tax team to be agile, you’ll need to optimize tax technology and processes so you can both spot data insights and mitigate risk.

Manufacturing 52

Manufacturing Marketing Experimentation Reporting 52

O'Reilly on Data

MARCH 31, 2020

But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools. The need for an experimental culture implies that machine learning is currently better suited to the consumer space than it is to enterprise companies.

Management 327

Management Machine Learning Experimentation Metrics 327

CIO Business Intelligence

FEBRUARY 8, 2024

I have a strong conviction that embracing this approach leads to a host of benefits: efficiency and capacity gains; career growth opportunities; promises made, promises kept — always and a common execution focus. Challenging each other to improve and take risks. As a leader, you must share your story.

Strategy 83

Strategy Experimentation Risk Technology 83

CIO Business Intelligence

JUNE 6, 2023

CIOs should have plans for the upsides and also develop risk mitigation strategies. For example, startups are likelier to have advanced devops practices that enable continuous deployments and feature experimentation. We think weeks; they think months,” says Mathieu of the startup mentality.

Key Performance Indicator 104

Key Performance Indicator Cost-Benefit Enterprise Experimentation 104

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 92

Cost-Benefit Modeling Manufacturing Interactive 92

IBM Big Data Hub

OCTOBER 20, 2023

Automated development: With AutoAI , beginners can quickly get started and more advanced data scientists can accelerate experimentation in AI development. Will it be implemented on-premises or hosted using a cloud platform? AutoAI automates data preparation, model development, feature engineering and hyperparameter optimization.

Machine Learning 74

Machine Learning Manufacturing Cost-Benefit Deep Learning 74

Domino Data Lab

JUNE 10, 2020

Today, many of the Fortune 100 companies that we’re proud to call customers use the model hosting function inside Domino to support their diverse business and operational requirements. But some customers prefer to use Amazon SageMaker for its own highly-scalable and low-latency hosting functionality. In Domino 4.2

Data Science 82

Data Science Enterprise Experimentation Modeling 82

CIO Business Intelligence

APRIL 26, 2023

“Startup” means risk. But despite the high risk/reward framework, these Victory-or-Bust ventures don’t have the market cornered on agility and innovation. More than an experimental group, they hold themselves accountable the same way any startup should. Why not both? The alternative is shuttering for good.

Technology 52

Technology Marketing Experimentation Modeling 52

AWS Big Data

MAY 2, 2023

The workflow steps are as follows: The producer DAG makes an API call to a publicly hosted API to retrieve data. Removal of experimental Smart Sensors. should also help you align with security standards by mitigating the risk of older versions of Python such as 3.7, The following diagram illustrates the solution architecture.

Testing 103

Testing Experimentation Management Metadata 103

Ontotext

NOVEMBER 2, 2023

And while there is a great deal of experimentation underway, most organizations have only scratched the surface in a use-case-by-use-case fashion. Most of the leading market research firms consider graph technologies to be a “critical enabler.”

IT 69

IT Cost-Benefit Data-driven Technology 69

Domino Data Lab

MAY 8, 2019

At CMU I joined a panel hosted by Zachary Lipton where someone in the audience asked a question about machine learning model interpretation. That’s a risk in case, say, legislators – who don’t understand the nuances of machine learning – attempt to define a single meaning of the word interpret. Let’s look through some antidotes.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

AWS Big Data

JULY 20, 2023

Orca Security is an industry-leading Cloud Security Platform that identifies, prioritizes, and remediates security risks and compliance issues across your AWS Cloud estate. This data is sent to Apache Kafka, which is hosted on Amazon Managed Streaming for Apache Kafka (Amazon MSK).

Data Lake 90

Data Lake Analytics Snapshot Optimization 90

Cloudera

JUNE 6, 2019

The typical Cloudera Enterprise Data Hub Cluster starts with a few dozen nodes in the customer’s datacenter hosting a variety of distributed services. In this case, an individual with different types of workloads may have access to multiple clusters; the admin trades increased risk of a noisy neighbor for better infrastructure efficiency.

Metadata 86

Metadata Data Lake Optimization Strategy 86

Domino Data Lab

JULY 2, 2019

One clear lesson of the early 21st century: strategies at scale that rely on centralization are generally risks (John Robb explores that in detail in Brave New War which I’ve just been reading – good stuff). OSCON , Jul 15-18 in Portland – come to the “ML Ops: Managing the end-to-end ML lifecycle” track that I’ll be hosting on Jul 16!

Metadata 105

Metadata Machine Learning Data Science Data-driven 105

Occam's Razor

MARCH 7, 2016

You own audiences on your email lists, on forums you host etc. Here's a great example of the risk you carry by only having rented platform strategies, so much worse than the Edgerank chokehold Facebook has on your organic reach… Google+ is a good platform, and Google continues to experiment with it. Or just a one time hello?

Marketing Analytics 86

Marketing Analytics Marketing Analytics KPI 86

Occam's Razor

JUNE 4, 2018

Not wanting to risk it, I click on the Find in Store link you see at the bottom of the page. Social cues (/proof) can help create a sense of urgency for a whole host of companies. My wife thinks I’ll look prettier in the red, I think the Mustard really looks like my color. :). Here’s the lovely part… I did not have to do anything.

Strategy 124

Strategy Cost-Benefit Testing Sales 124