The Unofficial Google Data Science Blog

JULY 22, 2020

One reason to do ramp-up is to mitigate the risk of never before seen arms. A ramp-up strategy may mitigate the risk of upsetting the site’s loyal users who perhaps have strong preferences for the current statistics that are shown. For example, imagine a fantasy football site is considering displaying advanced player statistics.

Experimentation 96

Experimentation Statistics Testing Knowledge Discovery 96

CIO Business Intelligence

NOVEMBER 21, 2023

Ask IT leaders about their challenges with shadow IT, and most will cite the kinds of security, operational, and integration risks that give shadow IT its bad rep. That’s not to downplay the inherent risks of shadow IT.

IT 137

IT Risk Cost-Benefit Data Science 137

CIO Business Intelligence

SEPTEMBER 12, 2024

When technology professionals fall in love with any particular technology, or way of doing things, they make themselves and their skills vulnerable to the risk of obsolescence. Software development and a host of other jobs will become vulnerable due to the latest tectonic shift: the growth of generative AI.”

Management 115

Management IT Experimentation Technology 115

CIO Business Intelligence

AUGUST 14, 2024

Start where your data is Using your own enterprise data is the major differentiator from open access gen AI chat tools, so it makes sense to start with the provider already hosting your enterprise data. But experimentation to achieve significant results takes time.

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

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

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 105

Key Performance Indicator Cost-Benefit Enterprise Experimentation 105

Cloudera

OCTOBER 8, 2024

By 2023, the focus shifted towards experimentation. A major risk is data exposure — AI systems must be designed to align with company ethics and meet strict regulatory standards without compromising functionality. These innovations pushed the boundaries of what generative AI could achieve.

Optimization 75

Optimization Experimentation Metrics Enterprise 75

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 90

Unstructured Data Cost-Benefit Machine Learning Experimentation 90

DataRobot Blog

NOVEMBER 15, 2022

At the event, a financial services panel discussion shared why iteration and experimentation are critical in an AI-driven data science environment. This allows GCash to maintain the pace of innovation and iteration without exposing the business to significant risk. Closing the Value Gap: Reducing AI Cycle Time. Request a demo.

Big Data 52

Big Data Experimentation Machine Learning Data-driven 52

DataRobot Blog

MARCH 7, 2023

DataRobot on Azure accelerates the machine learning lifecycle with advanced capabilities for rapid experimentation across new data sources and multiple problem types. Models trained in DataRobot can also be easily deployed to Azure Machine Learning, allowing users to host models easier in a secure way.

Data-driven 59

Data-driven Machine Learning Experimentation Data Lake 59

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 98

Strategy Risk Experimentation Technology 98

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

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 120

Testing Experimentation Management Metadata 120

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 89

Cost-Benefit Manufacturing Modeling Interactive 89

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 Reporting Risk 52

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

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 71

Machine Learning Manufacturing Deep Learning Cost-Benefit 71

AWS Big Data

SEPTEMBER 13, 2024

Over the years, CFM has received many awards for their flagship product Stratus, a multi-strategy investment program that delivers decorrelated returns through a diversified investment approach while seeking a risk profile that is less volatile than traditional market indexes. It was first opened to investors in 1995.

Interactive 93

Interactive Strategy Cost-Benefit Data Governance 93

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 Data Science Machine Learning Data-driven 105

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 125

Strategy Cost-Benefit Testing Sales 125

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

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 97

Data Lake Analytics Snapshot Data Quality 97

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

Cloudera

MAY 31, 2023

For all the good that generative AI services can bring to your company, they don’t do so without their own set of risks and downsides. Generative AI SaaS applications like ChatGPT are a perfect example of the types of technological advances that expose individuals and organizations to privacy risks and keep infosec teams up at night.

Enterprise 74

Enterprise Data Processing Machine Learning Experimentation 74

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

O'Reilly on Data

FEBRUARY 27, 2025

The risk is you start with here are six tools I use in my own complex workflow in a language you dont recognise to solve problems you don’t have and lose people in a flood of random tool names. Ideally, you will not only give us the full version but also distill particular, usable lessons from it.

Experimentation 246

Experimentation Data Processing Software Visualization 246

CIO Business Intelligence

FEBRUARY 27, 2025

Product management is crucial for businesses looking to drive innovation and leverage technology as a differentiator, shared Roman Dumiak, executive-in-residence at the DePaul University Innovation Development Lab, at a recent Coffee With Digital Trailblazers event I hosted on the topic.

IT 126

IT Digital Transformation Metrics Data-driven 126

CIO Business Intelligence

FEBRUARY 5, 2025

How to know what to prioritize AI has made remarkable strides over the past year, but its adoption has also uncovered a host of shortcomings like dangerous hallucinations and expensive implementation. When everyone is aligned, you minimize risks and potential delays, and set the stage for success with the project, Willson says.

Cost-Benefit 117

Cost-Benefit ROI Metrics Measurement 117

Ontotext

DECEMBER 6, 2024

Building a RAG prototype is relatively easy, but making it production-ready is hard with organizations routinely getting stuck in experimentation mode. GraphDB allows experimentation and optimization of the different tasks. Why not vanilla RAG? It also results in cost overruns due to multiple complex GPT4 queries. GraphDBs v 10.8

Modeling 59

Modeling Cost-Benefit Experimentation Optimization 59

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 88

Marketing Analytics Marketing Analytics KPI 88