CIO Business Intelligence

JUNE 21, 2022

In addition to quantitative ROI metrics, HPC research was also shown to save lives, lead to important public/private partnerships, and spur innovations. . Real-time big data analytics, deep learning, and modeling and simulation are newer uses of HPC that governments are embracing for a variety of applications. HPC Growth in U.S.

Deep Learning 111

Deep Learning Big Data ROI Software 111

Domino Data Lab

MARCH 11, 2021

Here are several key considerations you should take into account when selecting a machine learning framework for your project. When you start your search for a machine learning framework, ask these three questions: Will you use the framework for deep learning or classic machine learning algorithms?

Machine Learning 143

Machine Learning Deep Learning Insurance Modeling 143

CIO Business Intelligence

JUNE 13, 2022

Some conversational AI implementations rely heavily on ML tools that incorporate neural networks and deep learning techniques. These firms achieve excellent performance with superior ROI on Dell Validated Designs for AI. Read the conversational AI whitepaper from Dell Technologies to learn more. .

Deep Learning 105

Deep Learning Data Processing Insurance Cost-Benefit 105

Cloudera

FEBRUARY 25, 2021

Here’s a preview of what you can leverage with one click in CML: Deep Learning for Anomaly Detection. Apply modern, deep learning techniques for anomaly detection to identify network intrusions. Deep Learning for Image Analysis. Build a semantic search application with deep learning models.

Deep Learning 84

Deep Learning Machine Learning Forecasting Visualization 84

CIO Business Intelligence

MARCH 22, 2022

Think it through, end to end, from implementation feasibility to identifying the key performance indicators (KPIs) you’ll use to measure return on investment (ROI) and project success. Modern data analytics spans a range of technologies, from dedicated analytics platforms and databases to deep learning and artificial intelligence (AI).

Analytics 115

Analytics Key Performance Indicator Data Warehouse Data-driven 115

Cloudera

AUGUST 1, 2024

In addition to GenAI, respondents noted they are deploying predictive (50%), deep learning (45%), classification (36%) and supervised learning (35%) applications. These factors are crucial for future-proofing data infrastructure, ensuring it remains robust over time, and achieving tangible ROI from AI implementations.

Data Architecture 82

Data Architecture Enterprise Cost-Benefit Deep Learning 82

CIO Business Intelligence

FEBRUARY 22, 2024

It’s beginning to be clear now this is no longer the case, and we can demonstrate marked cost reduction and positive ROI on these investments.” “But we start from a situation where data scientists were misunderstood and could only add value if provided with funds that the business preferred to invest in other areas.

IT 105

IT Digital Transformation IoT Cost-Benefit 105

DataRobot Blog

DECEMBER 15, 2022

By simplifying Time Series Forecasting models and accelerating the AI lifecycle, DataRobot can centralize collaboration across the business—especially data science and IT teams—and maximize ROI. Now it’s time to put our model into production and get some predictions—and unlock real value and ROI. There are multiple ways to do so.

Forecasting 81

Forecasting Modeling ROI Machine Learning 81

bridgei2i

APRIL 16, 2021

Anil: Deep learning systems are essentially large networks with many layers constituting an artificial neuron that fires when a certain set of its input neurons fire. But does nobody really understand how deep learning actually works? But deep neural networks are complex systems, which are hard to understand.

Deep Learning 98

Deep Learning Machine Learning Digital Transformation Interactive 98

CIO Business Intelligence

APRIL 26, 2022

Business owners look at ROI, NPV and other metrics to justify the financials for doing a project or introducing a new product line. Modern data analytics spans a range of technologies, from dedicated analytics platforms and databases to deep learning and artificial intelligence (AI). How can we impact manufacturing revenue? .

Manufacturing 98

Manufacturing Optimization Metrics Deep Learning 98

IBM Big Data Hub

MAY 9, 2023

After some impressive advances over the past decade, largely thanks to the techniques of Machine Learning (ML) and Deep Learning , the technology seems to have taken a sudden leap forward. This results in both increased ROI and much faster time to market. Today is a revolutionary moment for Artificial Intelligence (AI).

Data Warehouse 106

Data Warehouse Machine Learning Cost-Benefit Metadata 106

IBM Big Data Hub

SEPTEMBER 6, 2023

Audience segmentation: AI helps businesses intelligently and efficiently divide up their customers by various traits, interests and behaviors, leading to enhanced targeting and more effective marketing campaigns that result in stronger customer engagement and improved ROI.

Marketing 78

Marketing Technology Advertising Machine Learning 78

DataRobot

MAY 13, 2021

It ended up being the solution where brands could work with a variety of content creators but also make an ROI. Using deep learning and neural networks, BEN can make sense of the billions of videos and images out there and predict where marketers can catch an emerging trend. The audience is happy.

Advertising 52

Advertising Recreation/Entertainment Deep Learning ROI 52

AWS Big Data

OCTOBER 26, 2023

Read on to understand why price-performance matters and how Amazon Redshift price-performance is a measure of how much it costs to get a particular level of workload performance, namely performance ROI (return on investment). Aamer Shah is a Senior Engineer in the Amazon Redshift Service team.

Data Warehouse 119

Data Warehouse Cost-Benefit Dashboards Optimization 119

IBM Big Data Hub

APRIL 18, 2024

Beyond cost savings, organizations seek tangible ways to measure gen AI’s return on investment (ROI), focusing on factors like revenue generation, cost savings, efficiency gains and accuracy improvements, depending on the use case. A key trend is the adoption of multiple models in production.

Cost-Benefit 89

Cost-Benefit Manufacturing Modeling Interactive 89

CIO Business Intelligence

JANUARY 4, 2023

Though composable infrastructure may remove the restrictions of traditional architectures, there’s debate [3] about whether it can scale and whether the ROI would be reached by increased flexibility and utilization. Yes, specific AI workflows require special hardware configurations. Just starting out with analytics?

Cost-Benefit 59

Cost-Benefit Machine Learning Uncertainty Modeling 59

IBM Big Data Hub

AUGUST 28, 2023

Machine learning algorithms like Naïve Bayes and support vector machines (SVM), and deep learning models like convolutional neural networks (CNN) are frequently used for text classification. A targeted approach will optimize the user experience and enhance an organization’s ROI.

Data mining 53

Data mining Machine Learning Deep Learning Marketing 53

IBM Big Data Hub

AUGUST 15, 2023

From a cost perspective, foundation models require significant upfront investment; however, they allow companies to save on the initial cost of model building since they are easily scaled to other uses, delivering higher ROI and faster speed to market for AI investments.

IT 74

IT Data Governance Modeling Cost-Benefit 74

Domino Data Lab

MARCH 3, 2019

O’Reilly Media had an earlier survey about deep learning tools which showed the top three frameworks to be TensorFlow (61% of all respondents), Keras (25%), and PyTorch (20%)—and note that Keras in this case is likely used as an abstraction layer atop TensorFlow. The data types used in deep learning are interesting.

Data Science 49

Data Science Deep Learning Machine Learning Modeling 49

CIO Business Intelligence

OCTOBER 4, 2024

En Acciona el 60% de los proyectos de nuestros hubs digitales son de machine learning, el 18% de deep learning y el 20% de IA generativa; es decir, la tecnología que está más integrada en el negocio en nuestro caso es, sin duda, la IA clásica”.

Machine Learning 119

Machine Learning KPI Software Deep Learning 119

Domino Data Lab

JUNE 23, 2019

It used deep learning to build an automated question answering system and a knowledge base based on that information. And then you’ll do a lot of work to get it out and then there’ll be no ROI at the end. People want to just dip their toes in and do a small sample project. To prioritize, how do we do this?

Management 110

Management Machine Learning Experimentation Metrics 110

Domino Data Lab

MAY 8, 2019

For example, in the case of more recent deep learning work, a complete explanation might be possible: it might also entail an incomprehensible number of parameters. Explainability pushes a tension between those two points: do you want your ML model explanation served simple or complete? Generally, you cannot get both.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

IBM Big Data Hub

FEBRUARY 14, 2024

AIOps is one of the fastest ways to boost ROI from digital transformation investments. AI platforms can use machine learning and deep learning to spot suspicious or anomalous transactions. Banks and other lenders can use ML classification algorithms and predictive models to suggest loan decisions.

Cost-Benefit 82

Cost-Benefit Insurance Machine Learning Unstructured Data 82

CIO Business Intelligence

DECEMBER 9, 2024

The business may be saying that theyre not getting the ROI they expected, or theyll say IT is too slow, she says. Be on the lookout for marketing claims for deep learning and neural networks because, frankly, a new product that has neural network technology, to me, thats not a feature, its a potential bug, he says.

Risk 126

Risk Testing Software Finance 126

CIO Business Intelligence

MARCH 13, 2025

He also suggests looking for senior data scientists who are creative enough to adapt to new ideas and trends, or those more junior but with strong backgrounds in Python, ML frameworks like TensorFlow and PyTorch, and deep learning architectures. Thomas, based in St. Paul, Minnesota, for gen AI training.

IT 136

IT Consulting Data Science Technology 136

CIO Business Intelligence

MAY 6, 2025

While the algorithms can vary in complexity, from logistic regression to deep learning, the value lies in what they help us anticipate and prevent. However, unless the C-suite sees those outcomes presented in the language of ROI, KPIs and business impact, it will be dismissed as another analytics experiment.

Prescriptive Analytics 78

Prescriptive Analytics Predictive Analytics Descriptive Analytics ROI 78