CIO Business Intelligence

DECEMBER 8, 2023

But as the numbers of new gen AI-powered chatbots grow, so do the risks of their occasional glitches—nonsensical or inaccurate outputs or answers that are not easily screened out of the large language models (LLMs) that the tools are trained on. Hallucinations occur when the data being used to train LLMs is of poor quality or incomplete.

Risk 122

Risk Finance Data Quality Modeling 122

CIO Business Intelligence

JANUARY 31, 2024

Everything from geothermal data centers to more efficient graphic processing units (GPUs) can help. 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. All those 13,000 new models didn’t require any pre-training,” he says.

Cost-Benefit 131

Cost-Benefit Modeling Testing IoT 131

CIO Business Intelligence

MAY 21, 2024

In the annual Porsche Carrera Cup Brasil, data is essential to keep drivers safe and sustain optimal performance of race cars. Until recently, getting at and analyzing that essential data was a laborious affair that could take hours, and only once the race was over. The process took between 30 minutes and two hours.

Broadcasting 114

Broadcasting Recreation/Entertainment Manufacturing Data Lake 114

O'Reilly on Data

APRIL 4, 2024

“The economic problem of society…is a problem of the utilization of knowledge which is not given to anyone in its totality.” They weren’t buying users with subsidized prices; they were building data centers. In the case of artificial intelligence, training large models is indeed expensive, requiring large capital investments.

Marketing 154

Marketing Modeling Finance Experimentation 154

CIO Business Intelligence

MAY 15, 2024

Martha Heller: What does data literacy mean to BayCare Health System? When the environmental services team who cleans our operating rooms has the data to flip an OR quickly to get a new patient in, they work more efficiently. What data is most important for you right now? We’re using data to reduce that wait time.

Cost-Benefit 96

Cost-Benefit Data Governance Data Architecture Reporting 96

O'Reilly on Data

FEBRUARY 19, 2021

ML presents a problem for CI/CD for several reasons. The data that powers ML applications is as important as code, making version control difficult; outputs are probabilistic rather than deterministic, making testing difficult; training a model is processor intensive and time consuming, making rapid build/deploy cycles difficult.

Data Lake 289

Data Lake Data Warehouse Machine Learning Modeling 289

O'Reilly on Data

MARCH 31, 2020

AI products are automated systems that collect and learn from data to make user-facing decisions. All you need to know for now is that machine learning uses statistical techniques to give computer systems the ability to “learn” by being trained on existing data. Why AI software development is different.

Management 332

Management Machine Learning Experimentation Metrics 332

CIO Business Intelligence

MAY 8, 2024

But that created problems because I was using all my personal time. Yet from the investor standpoint, there was no problem; he’s delivering. When that happens, the former registry needs to give us all the client data in the form of their choosing. Then we have to make sense of the data, massage it and import it in our system.

Risk 110

Risk Testing Strategy Technology 110

O'Reilly on Data

JULY 28, 2020

It had similar problems with other images of Black and Hispanic people, frequently giving them White skin and facial features. Is this just a problem with training data, as Yann LeCun said on Twitter? Is this just a problem with training data, as Yann LeCun said on Twitter? Who stands to gain?

Testing 135

Testing Recreation/Entertainment Statistics Software 135

O'Reilly on Data

APRIL 19, 2021

During the first weeks of February, we asked recipients of our Data & AI Newsletter to participate in a survey on AI adoption in the enterprise. The second-most significant barrier was the availability of quality data. Relatively few respondents are using version control for data and models. Respondents.

Enterprise 356

Enterprise Modeling Risk Manufacturing 356

CIO Business Intelligence

MAY 21, 2024

But not all problems are best solved using LLMs, some IT leaders say, opening a next wave of multimodal models that go beyond language to deliver more purposeful results — for example, to handle dynamic tabular data stored in spreadsheets and vector databases, video, and audio data.

IT 131

IT Cost-Benefit Experimentation Forecasting 131

CIO Business Intelligence

MARCH 18, 2024

Commenting on the research, several IT experts pointed to a problem, not with the new technologies themselves, but with the training and enterprise culture around them. In the face of a problem, they are expected to work 24 hours a day to resolve it. That means it’s key to the business’s survival.

Technology 95

Technology Uncertainty Machine Learning Interactive 95

CIO Business Intelligence

JUNE 14, 2023

Data and big data analytics are the lifeblood of any successful business. Getting the technology right can be challenging but building the right team with the right skills to undertake data initiatives can be even harder — a challenge reflected in the rising demand for big data and analytics skills and certifications.

Big Data 126

Big Data Data Analytics Analytics Predictive Modeling 126

IBM Big Data Hub

APRIL 15, 2024

Technology and disruption are not new to manufacturers, but the primary problem is that what works well in theory often fails in practice. Or we create a data lake, which quickly degenerates to a data swamp. Contextual data understanding Data systems often cause major problems in manufacturing firms.

Manufacturing 97

Manufacturing Contextual Data Knowledge Discovery Data Lake 97

CIO Business Intelligence

SEPTEMBER 18, 2023

When the timing was right, Chavarin honed her skills to do training and coaching work and eventually got her first taste of technology as a member of Synchrony’s intelligent virtual assistant (IVA) team, writing human responses to the text-based questions posed to chatbots. Maggie Chavarin is no stranger to reinventing her career.

IT 136

IT Cost-Benefit Technology Business Intelligence 136

CIO Business Intelligence

JUNE 9, 2023

AI doesn’t get better than the data it’s trained on. And many CIOs and other senior managers are aware of the problem, according to an international survey commissioned by Swedish software supplier Progress. It’s a challenge because the occasions with such cold are so rare that there is simply not much to train on,” she says.

Risk 105

Risk Machine Learning Modeling Technology 105

CIO Business Intelligence

MAY 22, 2024

While Kane shows clients how to save time and money using AI tools like Microsoft Copilot, many SMB customers still don’t see the value of generative AI in tasks like writing a newsletter, when the AI doesn’t have access to their internal data. What you really want to be doing is finding a problem to solve with it first.”

ROI 138

ROI IT Measurement Cost-Benefit 138

CIO Business Intelligence

SEPTEMBER 12, 2023

They are data sieves Humans have tried to create an elaborate hierarchy of knowledge where some details are known to insiders and some are shared with everyone. Already there are several high profile examples involving company data leaks and LLM guardrails being circumvented. Can you train your AI on your customers’ data?

Enterprise 124

Enterprise Consulting Technology IT 124

Ontotext

MARCH 15, 2024

This is part of Ontotext’s AI-in-Action initiative aimed at enabling data scientists and engineers to benefit from the AI capabilities of our products. Furthermore, as the clinical data is highly sensitive, there are no open-access models or datasets available to solve the task, especially in the multilingual setting.

Modeling 59

Modeling Metadata Testing Optimization 59

CIO Business Intelligence

JANUARY 4, 2024

Journey Beyond’s biggest investment is in rail, owning and operating four luxury trains that transverse the continent. From a technical point of view, the rapid growth brought new opportunities, but also problems and confusion. This meant there was no real-time data on operations. Perhaps quite the opposite.”

Data-driven 119

Data-driven Sales Strategy Management 119

CIO Business Intelligence

NOVEMBER 7, 2023

What IT can do about generative AI hallucinations Fortunately, there are actions IT organizations can take to reduce the risk of generative AI hallucinations—either through decisions they make within their own environments or how internal users are trained to use existing tools. Here are a range of options IT can use to get started.

IT 127

IT Risk Modeling Strategy 127

CIO Business Intelligence

NOVEMBER 23, 2023

But as she points out, they aren’t entirely cloud-based, instead embracing a hybrid strategy because data sovereignty laws and governance structures dictate what kind of information they can and can’t store in the cloud. This made the data transfer process decidedly more complex. “If

Digital Transformation 101

Digital Transformation Strategy Management Technology 101

CIO Business Intelligence

OCTOBER 13, 2023

Simply by asking a question in plain language, our customers will get smart answers drawn from a pool of data from across the SAP portfolio and third-party sources. We have agreements with more than 25,000 customers to use their data in an anonymized way to train our own models.

Contextual Data 139

Contextual Data Optimization Sales Technology 139

CIO Business Intelligence

JULY 10, 2023

Some steer clear of anything that smacks of interpersonal conflict, allowing small problems to fester into bigger ones. Roughly a decade ago, Mark Campbell was working as an advisor to the head data scientist of a large communications company. And some bosses or business colleagues are borderline sociopaths. They’re working 24-7.

Cost-Benefit 134

Cost-Benefit Sales Technology Management 134

Smart Data Collective

MARCH 21, 2022

It is one of the biggest trends driven by big data. And they can generate more data. Building management systems (BMS) do not, however, leverage the data from their smart buildings. They can use the data to make important decisions. Unfortunately, they do not even capture data from their modern buildings.

Big Data 137

Big Data Internet of Things IoT Dashboards 137

CIO Business Intelligence

OCTOBER 25, 2022

Data & Analytics is delivering on its promise. Every day, it helps countless organizations do everything from measure their ESG impact to create new streams of revenue, and consequently, companies without strong data cultures or concrete plans to build one are feeling the pressure. We discourage that thinking.

Data Strategy 144

Data Strategy Strategy Data Lake Data-driven 144

Smart Data Collective

SEPTEMBER 27, 2022

AI can train malware to evade antivirus protection software and bypass other elements of the computer security system. Unlike phishing, which doesn’t seem to have a simple exit option, ransomware has a payment wall in place that could alleviate the problem. They can also use AI technology to make their ransomware more vicious.

Machine Learning 129

Machine Learning Data-driven Software IT 129

CIO Business Intelligence

MAY 7, 2024

Designing and deploying a new ICT infrastructure, capable of handling the masses of data AI requires, is inherently complex. High-performance computing requirements lead to ever-higher power consumption, making greenhouse gas emissions a significant problem. Then there are also significant infrastructural challenges to deal with.

Digital Transformation 130

Digital Transformation IoT Consulting Big Data 130

CIO Business Intelligence

DECEMBER 26, 2023

Every problem is a teachable moment, of course, and we hope these disasters can serve as cautionary tales as you try to navigate your own potential IT troubles in 2024. The company used software from two different vendors for the purposes of “interoperability testing, validation and customer proofs of concept, training and customer support.”

IT 138

IT Software Reporting Testing 138

CIO Business Intelligence

MAY 2, 2024

A seismic shift is underway in the evolution of the data center, driven by a variety of converging factors. EMA Research underscores the significant impact of manual errors, such as misconfigurations, which account for 27% of network problems. Learn more about high-performance and sustainable data center solutions from Cisco.

Data-driven 95

Data-driven Optimization Machine Learning Modeling 95

CIO Business Intelligence

MAY 6, 2022

Root cause analysis (RCA) is a problem-solving process that focuses on identifying the root cause of issues or errors with the goal of preventing them from reoccurring in the future. When a problem is identified and removed, it is considered a “root cause” if it prevents the problem from reoccurring. Root cause analysis steps.

Management 98

Management Risk Management Visualization Risk 98

CIO Business Intelligence

MARCH 6, 2024

Many of our customers had already started to move their applications and it made sense they would want to transition to data management in the cloud as well. We built that end-to-end data model and process from scratch while we ran the old business. This isn’t just an IT or sales transformation; it’s a complete company transformation.

Modeling 115

Modeling Management IT Metrics 115

Smarten

APRIL 25, 2024

How Can I Ensure Data Quality and Gain Data Insight Using Augmented Analytics? There are many business issues surrounding the use of data to make decisions. One such issue is the inability of an organization to gather and analyze data.

Data Quality 62

Data Quality Analytics Machine Learning Visualization 62

IBM Big Data Hub

MAY 9, 2023

Over the past decade, deep learning arose from a seismic collision of data availability and sheer compute power, enabling a host of impressive AI capabilities. It sounds like a joke, but it’s not, as anyone who has tried to solve business problems with AI may know. But this is starting to change.

Enterprise 131

Enterprise Technology Modeling Cost-Benefit 131

CIO Business Intelligence

MAY 10, 2024

Brian Levine, a manager partner at Ernst & Young who is also an attorney, reviewed the bill and doesn’t expect ignorance of a third party’s use of AI to be a major problem. “If These hidden AI activities, what Computerworld has dubbed sneaky AI , could potentially come to bear in compliance with legislation such as this. That’s legal.

Risk 96

Risk Insurance Machine Learning Sales 96

CIO Business Intelligence

MARCH 20, 2024

The boulder is made from complex infrastructure, network connections, data stores, and devices. Moreover, new sources of ever expanding data produced by generative AI and the unfettered growth of unstructured data introduce even more challenges. Training and awareness. Data at rest. Data in motion.

IoT 64

IoT Unstructured Data Insurance Data Processing 64

CIO Business Intelligence

NOVEMBER 16, 2023

Deploying public LLMs Dig Security is an Israeli cloud data security company, and its engineers use ChatGPT to write code. But there’s a problem with it — you can never be sure if the information you upload won’t be used to train the next generation of the model. There’s no perfect solution. Dig Security isn’t alone.

Modeling 139

Modeling Enterprise Marketing Sales 139