O'Reilly on Data

MARCH 19, 2020

Deep learning cooled slightly in 2019, slipping 10% relative to 2018, but deep learning still accounted for 22% of all AI/ML usage. PyTorch looks like a contender: it posted triple-digit growth in usage share rates in both 2018 and 2019. For example, the chatbots topic continues to decline, first by 17% in 2018 and by 34% in 2019.

Deep Learning 276

Deep Learning Machine Learning Data-driven Modeling 276

erwin

JANUARY 17, 2020

What is Data Modeling? Data modeling is a process that enables organizations to discover, design, visualize, standardize and deploy high-quality data assets through an intuitive, graphical interface. Data models provide visualization, create additional metadata and standardize data design across the enterprise.

Data-driven 138

Data-driven Modeling Metadata Data Governance 138

Domino Data Lab

JANUARY 20, 2019

What if there was a way to quantitatively measure whether your machine learning (ML) model reflects specific domain expertise or potential bias? TCAV “uses directional derivatives to quantify the degree to which a user-defined concept is important to a classification result” ( Kim et al 2018 ). Introduction.

Testing 63

Testing Modeling Machine Learning Data Science 63

CIO Business Intelligence

OCTOBER 13, 2023

We were the first European technology company to establish AI guiding principles back in 2018. Then, Since 2018 we have also had an AI Ethics Steering Committee and AI Ethics Advisory Panel that includes external experts and senior leaders from various disciplines.

Contextual Data 138

Contextual Data Optimization Sales Technology 138

Jen Stirrup

DECEMBER 14, 2018

As part of my MBA program, I’ve done lots of strategic analysis modelling for businesses, starting with the default SWOT and a PESTLE analysis through to different models: Porter, Business Canvas Model, SOAR, and so on. How was 2018 for you? Current Status for 2018: I got involved with DataKind.

Consulting 56

Consulting Business Intelligence Data Science Marketing 56

IBM Big Data Hub

APRIL 22, 2024

That means making more sustainable choices about how models are built, trained, and used, where processing occurs, what infrastructure is used, and how open and collaborative we are along the way.” IBM is focused on developing energy-efficient methods to train, tune and run AI models, such as its own Granite foundation models.

Cost-Benefit 95

Cost-Benefit Modeling Manufacturing Reporting 95

Dataiku

NOVEMBER 15, 2022

It’s been four years since the last World Cup in 2018, when France won their second star on their crest. So as a data scientist by day, I knew that one way I could get involved was by building a machine learning (ML) model. I wanted to participate, but my knowledge would be limited to knowing Neymar and Kylian Mbappé's names.

Machine Learning 105

Machine Learning Modeling 105

Domino Data Lab

JULY 17, 2021

The system here will identify, via some meaningful sense, which existing speakers’ model does the utterance match. If the unknown utterance is spoken by a speaker outside the list of existing speakers, the model will nonetheless map it to some speaker from that list. It determines whether the individual is who they claim to be.

Modeling 64

Modeling Testing Machine Learning Measurement 64

CIO Business Intelligence

APRIL 22, 2024

Early in this process, I concluded that the previous go-to-market model was too complex and costly for VMware and its customers,” Tan wrote. “It Meanwhile, moving to a subscription pricing model makes sense for both VMware and its customers, Tan wrote.

Marketing 113

Marketing Uncertainty Strategy Digital Transformation 113

O'Reilly on Data

FEBRUARY 4, 2019

As interest in machine learning (ML) and AI grow, organizations are realizing that model building is but one aspect they need to plan for. Machine Learning model lifecycle management. As noted above, ML and AI involves more than model building. At the 2018 Strata Data London, data privacy and GDPR were big topics.

Machine Learning 277

Machine Learning Enterprise IoT Big Data 277

Hurwitz & Associates

JULY 19, 2018

Edge-to-cloud is the central focus of Hewlett Packard Enterprise (HPE) marketing and go-to-market efforts in 2018/2019. HPE Priorities for 2018. The $4 billion investment will be used for R&D, product development, technical services and the development of new consumption models for Edge and cloud. Key Takeaways.

Strategy 40

Strategy Data-driven Experimentation Software 40

Smart Data Collective

AUGUST 21, 2019

Companies will place a greater emphasis on quantitative decision-making models than ever before, since new big data technology has made it more reliable. Global Executives Create Highly Sophisticated Big Data Decision Making Models. Companies are capturing more quantitative data than ever to get greater value from their models.

Big Data 81

Big Data Modeling ROI Metrics 81

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. But discussions are underway within VTT about how to protect and commercialize the AI models they develop. “I

Enterprise 121

Enterprise Testing Digital Transformation Software 121

CIO Business Intelligence

MARCH 21, 2024

In 2018, the day after his employer publicly announced it was being acquired, Lynn Lovelady, then VP of IT at Energen, received a pivotal phone call that would reshape his career. IT’s seat at the table has been cemented for many reasons.

IT 111

IT Manufacturing Risk Management Risk 111

Smart Data Collective

JANUARY 27, 2021

Conversely, if predictive analytics models suggest that the value of a cryptocurrency price is likely to decrease, more investors are likely to sell off their cryptocurrency holdings. They tended to avoid using technical analysis models, because those models don’t tend to hold up well with traditional securities, such as stocks and bonds.

Machine Learning 139

Machine Learning Forecasting Predictive Analytics Marketing 139

CIO Business Intelligence

SEPTEMBER 7, 2022

Dubbed Cropin Cloud, the suite comes with the ability to ingest and process data, run machine learning models for quick analysis and decision making, and several applications specific to the industry’s needs. Founded in 2016, Malaysian startup Agritix offers a plantation workforce management solution, dubbed Agritix Workforce.

B2B 92

B2B Contextual Data IoT Deep Learning 92

CIO Business Intelligence

APRIL 24, 2024

Early in this process, I concluded that the previous go-to-market model was too complex and costly for VMware and its customers. Third, VMware will complete its transition plan to a subscription model that provides access to the most recent version plus support for a fixed term.

Marketing 99

Marketing Cost-Benefit Metrics Strategy 99

CIO Business Intelligence

JANUARY 5, 2024

Then in March, the pandemic hit and hotel activity stopped, but it gave us the chance to accelerate the company’s transformation and digitalization process that started in 2018 with a five-year plan. From an organizational standpoint, we evolved to a nearshore model, attracting the necessary talent that new technologies required.

IT 111

IT Finance Cost-Benefit Strategy 111

CIO Business Intelligence

OCTOBER 11, 2023

To overcome these challenges, energy companies are increasingly turning to artificial intelligence (AI), particularly generative AI large language models (LLM). First, AI is improving weather models so that utilities can have a better idea of where disaster might strike. Today, over 70% of the U.S. How can AI and generative AI help?

Unstructured Data 136

Unstructured Data Uncertainty Risk Data Processing 136

CIO Business Intelligence

JANUARY 17, 2024

The latest moves in the process came in 2018 when the brand launched its full end-to-end service capability for packaged research through its digital platform, allowing clients to design, execute, and analyze their own research projects using Ipsos’ experience and resources. js and React.js.

Digital Transformation 117

Digital Transformation Dashboards Reporting Data Science 117

O'Reilly on Data

APRIL 23, 2024

Some of those innovations, like Amazon’s cloud computing business, represented enormous new markets and a new business model. Google, for example, invented the Large Language model architecture that underlies today’s disruptive AI startups. These companies did continue to innovate.

Advertising 268

Advertising Cost-Benefit Marketing Risk 268

Domino Data Lab

MAY 15, 2019

Unfortunately, a common challenge that many industry people face includes battling “ the model myth ,” or the perception that because their work includes code and data, their work “should” be treated like software engineering. I was fortunate to see an early iteration of Pete Skomoroch ’s ML product management presentation in November 2018.

Machine Learning 111

Machine Learning Management Experimentation Uncertainty 111

Data Science 101

JUNE 3, 2019

Cloud Programming Simplified: A Berkeley View on Serverless Computing (2019) – Serverless computing is very popular nowadays and this article covers some of the limitations.

Data Science 96

Data Science Machine Learning Modeling Software 96

CIO Business Intelligence

APRIL 25, 2023

A transformer is a type of AI deep learning model that was first introduced by Google in a research paper in 2017. Five years later, transformer architecture has evolved to create powerful models such as ChatGPT. Meanwhile, however, many other labs have been developing their own generative AI models.

Experimentation 112

Experimentation Enterprise Deep Learning Modeling 112

Alation

FEBRUARY 13, 2020

Recent recognition for the Alation Data Catalog includes: Dresner Advisory Services 2018 Technology Innovation Awards for Data Catalogs. Ventana Research: 2018 Digital Innovation Awards for Big Data. Constellation Research advises leaders on leveraging disruptive technologies to achieve business model transformation.

Machine Learning 52

Machine Learning Big Data Data Governance Digital Transformation 52

CIO Business Intelligence

APRIL 17, 2024

MuleSoft, acquired by Salesforce in 2018 for $5.7 By 2026, more than 80% of enterprises will have used GenAI-based APIs or models, and/or deployed GenAI-enabled applications in production environments, up from less than 5% in 2023, according to Gartner. billion in 2022.

Cost-Benefit 127

Cost-Benefit B2B Marketing Enterprise 127

CIO Business Intelligence

MARCH 8, 2023

Another report found that between 2018 and 2022, the percentage of NetOps teams that are successful with their overall missions has declined from 47% to 27%. Work-from-home models The move to hybrid and work-from-home models provides many advantages, enabling employees to be productive, no matter where they may be.

Digital Transformation 94

Digital Transformation Cost-Benefit Data-driven Reporting 94

Rocket-Powered Data Science

DECEMBER 16, 2018

In a related post we discussed the Cold Start Problem in Data Science — how do you start to build a model when you have either no training data or no clear choice of model parameters. We need to decide on all of these parameterizations of the clustering model before the cold start interations on the cluster means can begin.

Machine Learning 203

Machine Learning Metrics Optimization Data Science 203

CIO Business Intelligence

AUGUST 24, 2023

Multinational data infrastructure company Equinix has been capitalizing on machine learning (ML) since 2018, thanks to an initiative that uses ML probabilistic modeling to predict prospective customers’ likelihood of buying Equinix offerings — a program that has contributed millions of dollars in revenue since its inception.

Sales 84

Sales Data-driven Digital Transformation Machine Learning 84

CIO Business Intelligence

MARCH 7, 2024

My strategy was to put Salesforce at the center,” says Beltzer, who helped launched RBC US’s journey to Microsoft Azure and AWS in 2018 when he joined the company. That schema and structure existed in Salesforce, so we did not have to bolt onto some proprietary data model. It is an operational platform.”

Enterprise 128

Enterprise Software Testing Interactive 128

IBM Big Data Hub

JANUARY 25, 2024

Workers’ increasing usage of smart devices and apps such as ChatGPT or other black box public models, without proper approval, has become a persistent issue and doesn’t include the correct change management to inform workers about the associated risks.

Strategy 102

Strategy Risk Cost-Benefit Business Objectives 102

IBM Big Data Hub

SEPTEMBER 27, 2022

When IBM launched its AI Ethics Board in 2018, AI ethics was not a hot topic in the press, nor was it top-of-mind among business leaders. In a 2021 study by the IBM Institute of Business Value , nearly 75% of executives ranked AI ethics as important, a jump from less than 50% in 2018.

Consulting 52

Consulting Machine Learning Modeling Strategy 52

O'Reilly on Data

APRIL 19, 2021

Relatively few respondents are using version control for data and models. Tools for versioning data and models are still immature, but they’re critical for making AI results reproducible and reliable. The biggest skills gaps were ML modelers and data scientists (52%), understanding business use cases (49%), and data engineering (42%).

Enterprise 356

Enterprise Modeling Risk Manufacturing 356

CIO Business Intelligence

JULY 5, 2022

Research firm Gartner defines business analytics as “solutions used to build analysis models and simulations to create scenarios, understand realities, and predict future states.”. Data analytics is used across disciplines to find trends and solve problems using data mining , data cleansing, data transformation, data modeling, and more.

Business Analytics 131

Business Analytics Prescriptive Analytics Data mining Diagnostic Analytics 131

CIO Business Intelligence

SEPTEMBER 12, 2023

The NIS2 requirement to adopt Zero Trust principles reflects the shortcomings of models based on implicit trust. Zero Trust network security offers cybersecurity benefits vs. traditional perimeter-based network security models. Here are some resources that can help you gain a better understanding of Zero Trust Security principles.

IoT 81

IoT Measurement Manufacturing Finance 81

CIO Business Intelligence

OCTOBER 17, 2023

The frenzy created by the public release of OpenAI’s ChatGPT has triggered an arms race among hyperscalers to differentiate themselves by developing their own large language models (LLMs), building platforms that enable enterprises to create generative AI applications, and integrating generative AI throughout their portfolios of service offerings.

Marketing 144

Marketing IT Cost-Benefit Enterprise 144

CIO Business Intelligence

OCTOBER 21, 2022

Removing the physical speaker box on site was a simple concept but a key part of a bigger digital transformation Chipotle kicked off in 2018 that led to an explosion in business, in large part because the digital ordering system required less human labor during the pandemic. Chipotle’s digital business in 2022 was $3.5

Digital Transformation 144

Digital Transformation Data Lake Forecasting Technology 144