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 82

Deep Learning Machine Learning Forecasting Visualization 82

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 84

Marketing Technology Advertising ROI 84

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

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

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 57

Data mining Machine Learning Deep Learning Marketing 57

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 95

Cost-Benefit Modeling Manufacturing Interactive 95

O'Reilly on Data

MARCH 31, 2020

Product recommendations are easy; nobody is injured if you recommend products that your customers don’t want, though you won’t see much ROI. You will probably have more ideas than you can possibly use–so how do you prioritize the list of machine learning projects? What delivers the greatest ROI? People + AI Guidebook” (Google).

Management 332

Management Machine Learning Experimentation Metrics 332

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

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 Modeling Uncertainty 59

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 Software 98

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 87

Cost-Benefit Insurance Unstructured Data Machine Learning 87

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

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

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 109

Data Warehouse Cost-Benefit Machine Learning Modeling 109

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 98

Data Warehouse Cost-Benefit Dashboards Optimization 98

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

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

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

Smart Data Collective

OCTOBER 13, 2021

Over time, it is true that artificial intelligence and deep learning models will be help process these massive amounts of data (in fact, this is already being done in some fields). What is the cost and ROI of Data Virtualization? However, there will always be a decisive human factor, at least for a few decades yet.

Visualization 135

Visualization Cost-Benefit Big Data Prescriptive Analytics 135

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 80

IT Data Governance Modeling Cost-Benefit 80