O'Reilly on Data

DECEMBER 12, 2019

Not least is the broadening realization that ML models can fail. And that’s why model debugging, the art and science of understanding and fixing problems in ML models, is so critical to the future of ML. Because all ML models make mistakes, everyone who cares about ML should also care about model debugging. [1]

Machine Learning 191

Machine Learning Modeling Testing Risk Management 191

CIO Business Intelligence

NOVEMBER 16, 2022

Brown recently spoke with CIO Leadership Live host Maryfran Johnson about advancing product features via sensor data, accelerating digital twin strategies, reinventing supply chain dynamics and more. So end to end, our strategic priority has stood the test of time. That is part of the value we bring to the table.

IT 133

IT Modeling Digital Transformation Data Governance 133

CIO Business Intelligence

APRIL 17, 2024

Similarly, clothing brand Under Armour recently produced an ad that used AI-generated 3D models of the British boxer Anthony Joshua, based on videos they took of him in the past. Helping software developers write and test code Similarly in tech, companies are currently open about some of their use cases, but protective of others.

Enterprise 130

Enterprise Testing Digital Transformation Software 130

CDW Research Hub

JUNE 23, 2020

As virtual desktop infrastructure (VDI) gains popularity among enterprises across multiple industries, and with many desktops migrating to the cloud, testing your virtual desktop environment has never been so important. Here are three reasons why testing is so important before setting up a virtual desktop environment.

Testing 92

Testing Strategy Data Processing Optimization 92

IBM Big Data Hub

AUGUST 23, 2023

When it comes to hosting applications on Amazon Web Services (AWS), one of the most important decisions you will need to make is which Amazon Elastic Compute Cloud (EC2) instance type to choose. EC2 instances are virtual machines that allow you to run your applications on AWS.

Data Processing 40

Data Processing Optimization Testing Modeling 40

AWS Big Data

NOVEMBER 17, 2023

It also applies general software engineering principles like integrating with git repositories, setting up DRYer code, adding functional test cases, and including external libraries. For more information, refer SQL models. When you run dbt test , dbt will tell you if each test in your project passes or fails.

Snapshot 87

Snapshot Data Processing Testing Data Warehouse 87

Cloudera

OCTOBER 20, 2021

Stress testing was heavily scrutinized in the post 2008 financial crisis. In a BIS advisory report , it was highlighted that the stress testing scenarios used by the banks were insufficient to capture the extreme risks and fluctuations that were realized. Transition : the changes in asset values, business models, etc. (ex.

Risk 83

Risk Modeling Risk Management Measurement 83

DataRobot Blog

MAY 26, 2022

Last time , we discussed the steps that a modeler must pay attention to when building out ML models to be utilized within the financial institution. In summary, to ensure that they have built a robust model, modelers must make certain that they have designed the model in a way that is backed by research and industry-adopted practices.

Risk 52

Risk Modeling Metrics Business Objectives 52

Smart Data Collective

AUGUST 30, 2022

It also allows companies to offload large amounts of data from their networks by hosting it on remote servers anywhere on the globe. The model enables easy transfer of cloud services between different geographic regions, either onshore or offshore. Testing new programs. Multi-cloud computing. Centralized data storage.

Technology 134

Technology Enterprise Cost-Benefit Testing 134

CIO Business Intelligence

JANUARY 31, 2024

But AI users must also get over the urge to use the biggest, baddest AI models to solve every problem if they truly want to fight climate change. Is it necessary for a model that can also write a sonnet to write code for us?” Our approach has been to create specific models for specific use cases rather than one general-purpose model.”

Cost-Benefit 135

Cost-Benefit Modeling Testing IoT 135

CIO Business Intelligence

MARCH 18, 2024

We are proceeding cautiously because the rise of LLMs [large language models] presents a new level of data security risk,” he says. “We We have been developing our own internal AI capability over the last few years using open-source models. There are a lot of risks and a lot of land mines to navigate,” says the analyst.

Risk 133

Risk Cost-Benefit Data Processing Testing 133

O'Reilly on Data

MAY 18, 2020

This article answers these questions, based on our combined experience as both a lawyer and a data scientist responding to cybersecurity incidents, crafting legal frameworks to manage the risks of AI, and building sophisticated interpretable models to mitigate risk. All predictive models are wrong at times?—just

Risk 359

Risk Modeling Data Processing Software 359

CIO Business Intelligence

OCTOBER 13, 2022

Providing a compelling ROI on technology initiatives also puts CIOs in a stronger position for securing support and funds from the business for future projects. This compounding effect shows just how imperative it is for enterprise technology leaders to ramp up the ROI from their deployments. Align projects with business goals. It is important.

ROI 132

ROI IT Sales Consulting 132

CIO Business Intelligence

JUNE 13, 2022

That initiative includes technology upgrades such as API integration layers for greater, more agile access to data and a culture change encouraging more innovation by “testing hypotheses” using data. All that together, though, is nothing compared to the turbulence that CIOs are seeing today. Ever increasing demands for transformation.

IT 144

IT Digital Transformation Strategy Internet of Things 144

Smart Data Collective

NOVEMBER 7, 2022

AWS Cloud is a suite of hosting products used by such services as Dropbox, Reddit, and others. You can use it instead of a private hosting (or dedicated hosting). We talked about the benefits of using AWS for SaaS business models , but it can help with many other businesses too. EC2 is not a traditional hosting solution.

Enterprise 109

Enterprise Data Processing Cost-Benefit Snapshot 109

Smart Data Collective

JUNE 15, 2021

However, it is important to make sure that you understand the potential role of AI and what business model to build around it. However, even the most brilliant idea built around AI technology can fail without a proper business model. Without a good business model, you won’t understand customer needs and how to build your startup.

Modeling 92

Modeling Advertising Cost-Benefit Machine Learning 92

CIO Business Intelligence

SEPTEMBER 9, 2022

Organisations still struggle to connect the algorithms they are building to a business value proposition, which makes it difficult for IT and business leadership to justify the investment it requires to operationalise models.”. AI Test Drive functions as an effective AI-as-a-Service solution, and it is already demonstrating strong results.

Testing 144

Testing Data Processing Machine Learning Business Intelligence 144

CIO Business Intelligence

JANUARY 11, 2024

CIOs are under increasing pressure to deliver AI across their enterprises – a new reality that, despite the hype, requires pragmatic approaches to testing, deploying, and managing the technologies responsibly to help their organizations work faster and smarter. The top brass is paying close attention. Artificial Intelligence

Enterprise 128

Enterprise Uncertainty Risk Management Reporting 128

CIO Business Intelligence

OCTOBER 27, 2023

Banking on product-based IT To develop the next generation of customer services, Lufthansa’s Digital Hangar has adopted new business operating models popular among organization’s pursuing digital transformation, Spannbauer says. The Digital Hangar also has a different operating model from previous digital teams at Lufthansa Group. “We

Digital Transformation 130

Digital Transformation B2B Measurement Modeling 130

Cloudera

MARCH 26, 2024

How do you adapt a foundational model to your specific needs? Cloudera has had an in-house expertise in Machine Learning and has been helping customers deliver machine learning applications, build ML models, and deliver ML ops for the past decade. Containerized Compute Sessions: Run your development and testing tasks with ease.

Cost-Benefit 84

Cost-Benefit Machine Learning Enterprise Modeling 84

Cloudera

JUNE 26, 2023

For data engineering and data science teams, CDSW is highly effective as a comprehensive platform that trains, develops, and deploys machine learning models. It can provide a complete solution for data exploration, data analysis, data visualization, viz applications, and model deployment at scale.

Testing 79

Testing Data Processing Visualization Data Science 79

CIO Business Intelligence

APRIL 9, 2024

Previously head of cybersecurity at Ingersoll-Rand, Melby started developing neural networks and machine learning models more than a decade ago. He brought that experience with him to Dairyland in 2016 when he was appointed as the cooperative’s first CIO to oversee 24 power grids in Wisconsin, Iowa, Illinois, and Minnesota.

Digital Transformation 105

Digital Transformation Machine Learning Data Lake Software 105

DataRobot

JULY 27, 2021

In a global marketplace where decision-making needs to happen with increasing velocity, data science teams often need not only to speed up their modeling deployment but also do it at scale across their entire enterprise. This allows for the pipelining of incredibly complex inference models.

Optimization 98

Optimization Modeling Machine Learning Deep Learning 98

IBM Big Data Hub

OCTOBER 25, 2023

Hybrid cloud allows them to take advantage of powerful open-source large language models (LLMs), use public data and computing resources to train their own models and securely fine-tune their models while keeping their proprietary insights private. They need to champion modernization as a business initiative, not an IT project.

Cost-Benefit 91

Cost-Benefit ROI Modeling Testing 91

Cloudera

JANUARY 19, 2024

As described in our recent blog post , an SQL AI Assistant has been integrated into Hue with the capability to leverage the power of large language models (LLMs) for a number of SQL tasks. Supported AI models and services The SQL AI Assistant is not bundled with a specific LLM; instead it supports various LLMs and hosting services.

Data Warehouse 75

Data Warehouse Data Processing Optimization Modeling 75

CIO Business Intelligence

MARCH 14, 2022

IT retention in healthcare has long been full of aches and pains because of the deep skillset required, but David Reis has been lucky. The flag of the US Marine Corps, where he served for eight years, hangs on a wall. It was in the corps that Reis learned about esprit de corps, the Latin phrase for pride of belonging to a particular group.

IT 145

IT Measurement Technology Enterprise 145

IBM Big Data Hub

APRIL 18, 2024

While these large language model (LLM) technologies might seem like it sometimes, it’s important to understand that they are not the thinking machines promised by science fiction. Imagine a self-driving car piloted by an AGI. It might suggest a restaurant based on preferences and current popularity.

Cost-Benefit 97

Cost-Benefit Modeling Manufacturing Interactive 97

IBM Big Data Hub

SEPTEMBER 5, 2023

GitOps is a cloud-native model for operations that takes into account model-driven, configuration-based deployments onto immutable infrastructure that support dynamic production environments at scale. This is part four in a five-part series on mainframe modernization. Such an architecture includes many open-source elements.

Software 129

Software Testing Digital Transformation Interactive 129

CIO Business Intelligence

NOVEMBER 29, 2023

Most of the time, those CIOs decide to keep the multi-cloud model because they’re locked in. Financial services company USAA carefully chose which of its four cloud service providers host each of its workloads and regular business applications. “We In this case you have to re-architect the application before you can migrate it.

Recreation/Entertainment 125

Recreation/Entertainment Testing Strategy Risk 125

CIO Business Intelligence

MARCH 10, 2022

Fujitsu remains very much interested in the mainframe market, with a new model still on its roadmap for 2024, and a move under way to “shift its mainframes and UNIX servers to the cloud, gradually enhancing its existing business systems to optimize the experience for its end-users.” years after its launch in June 2006. Z as a service.

Sales 130

Sales Testing Experimentation Data Processing 130

CIO Business Intelligence

JUNE 16, 2022

Cloud-first applications support a manageable OpEx cost model, metered like a utility, as opposed to requiring significant upfront capital investments in infrastructure and software licenses. That’s illustrated by the ability of cloud-first businesses to pivot to a remote work-from-home model with unprecedented speed and scale.”.

Strategy 138

Strategy Enterprise Digital Transformation Data Processing 138

CIO Business Intelligence

JULY 17, 2023

The Infrastructure-as-a-Service (IaaS) cloud computing model enables remote working, supports digital transformation, provides scale, increases resilience, and can reduce costs. Unless the model is understood and followed, it could lead to data, applications, and cloud workloads being exposed to security vulnerabilities.

Management 98

Management Data Processing Risk Digital Transformation 98

IBM Big Data Hub

MAY 8, 2023

Should the parameters of an algorithm be leaked, a third party may be able to copy the model, causing economic and intellectual property loss to the owner of the model. This is to ensure the AI model captures data inputs and usage patterns, required validations and testing cycles, and expected outputs.

Insurance 76

Insurance Risk Testing Data Quality 76

CIO Business Intelligence

NOVEMBER 1, 2023

And alongside these major changes, Volvo is also resetting its business model and switching to direct sales in that part of the network of global dealers broadens their roles where instead of just selling Volvo cars, they become distributors. So now we’re implementing a standard system for the future.” It’s more about gradual implementation.

Software 130

Software Testing Digital Transformation Management 130

IBM Big Data Hub

APRIL 15, 2024

First and foremost, we must reconsider our approach to initiatives, moving away from a solely awareness-focused, compliance-driven model. First and foremost, we must reconsider our approach to initiatives, moving away from a solely awareness-focused, compliance-driven model. First, we need to know employees’ capabilities.

Metrics 98

Metrics Measurement Risk Data Processing 98

IBM Big Data Hub

AUGUST 18, 2023

Regulators also require organizations to test business recovery processes periodically and provide documented test results showing that SLAs have been met. Cyber-resilient solutions can solve issues for compliance and close the security gaps by protecting against attacks with a host of tools. What is cyber resilience?

Cost-Benefit 83

Cost-Benefit Testing Strategy Risk Management 83

AWS Big Data

AUGUST 21, 2023

For the demo, we’re using the Amazon Titan foundation model hosted on Amazon Bedrock for embeddings, with no fine tuning. Amazon OpenSearch Service has long supported both lexical and vector search, since the introduction of its kNN plugin in 2020. OpenSearch Service supports a variety of search and relevance ranking techniques.

Data Processing 89

Data Processing Experimentation Visualization Metrics 89