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. Choosing the right instance offering and instance size for your application is critical for optimizing performance and reducing costs.

Data Processing 40

Data Processing Optimization Testing Modeling 40

CIO Business Intelligence

NOVEMBER 16, 2023

A large language model (LLM) is a type of gen AI that focuses on text and code instead of images or audio, although some have begun to integrate different modalities. 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. It’s not trivial,” she says.

Modeling 129

Modeling Enterprise Marketing Sales 129

CIO Business Intelligence

FEBRUARY 1, 2023

As organizations of all stripes continue their migration to the cloud, they are coming face to face with sometimes perplexing cost issues, forcing them to think hard about how best to optimize workloads, what to migrate, and who exactly is responsible for what. It’s an issue that’s coming to the fore with the steady migration to the cloud.

Optimization 106

Optimization Cost-Benefit Consulting Strategy 106

Smart Data Collective

JULY 20, 2022

A growing number of businesses use big data technology to optimize efficiency. While there are various interpretations or models to address such problems, Lean Thinking can contribute to the implementation of more optimal projects for a business. Data-driven decision-making has become a major element of modern business.

Data-driven 123

Data-driven Optimization Big Data Data Strategy 123

CIO Business Intelligence

MARCH 18, 2024

They’re split into two main categories — Nvidia NIM, which covers microservices related to deploying production AI models, and CUDA-X, for microservices like cuOpt, the company’s optimization engine. A host of further integrations is also coming to AI Enterprise 5.0, the company said. Nvidia’s AI Enterprise 5.0

Enterprise 79

Enterprise Data Processing Optimization Modeling 79

Cloudera

JULY 15, 2021

We recently hosted a roundtable focused on o ptimizing risk and exposure management with data insights. Across the industry, the pandemic caused a huge breakdown in model performance due to the change in macroeconomic conditions and government stimulus packages. Observe what the model has to offer even if not the intended output.

Risk 101

Risk Optimization Management Insurance 101

Cloudera

OCTOBER 19, 2022

Telco industry executives Jinsoo Jang of LG Uplus and Patrick de Vries of KPN spoke at a Modern Data Architecture for Telco lunch, hosted by Cloudera. We demonstrated AI@Scale, focusing on the need for ML Ops to support AI model governance automation, which allows more models to be deployed concurrently and across ever larger data sets.

Optimization 80

Optimization Data Architecture Data Governance Digital Transformation 80

CIO Business Intelligence

APRIL 10, 2024

The company needs massive computing power with CPUs and GPUs that are optimized for AI development, says Clark, adding that Seekr looked at the infrastructure it would need to build and train its huge AI models and quickly determined that buying and maintaining the hardware would be prohibitively expensive. Clark says.

IT 109

IT Testing Optimization Modeling 109

IBM Big Data Hub

OCTOBER 30, 2023

Businesses rely heavily on monitoring solutions to ensure the optimal performance and availability of their applications. Instana follows a per-host pricing model, where customers are charged based on the number of hosts — physical or virtual — that need to be monitored.

Data Processing 71

Data Processing Optimization Modeling IT 71

CIO Business Intelligence

JUNE 3, 2024

But the sheer quantity of infrastructure needed to process genAI’s large language models (LLMs), along with power and cooling requirements, is fast becoming unsustainable. More resource-intensive training is handled on a cluster hosted on Google Cloud Platform. The GPU was invented for graphics processing so it’s not AI-optimized.

Data Processing 133

Data Processing Data-driven Modeling Strategy 133

AWS Big Data

MAY 21, 2024

Initially, searches from Hub queried LINQ’s Microsoft SQL Server database hosted on Amazon Elastic Compute Cloud (Amazon EC2), with search times averaging 3 seconds, leading to reduced adoption and negative feedback. The LINQ team exposes access to the OpenSearch Service index through a search API hosted on Amazon EC2.

Manufacturing 97

Manufacturing Sales Optimization Data Processing 97

Cloudera

OCTOBER 20, 2021

How do institutions protect and optimize their balance sheets and portfolios? Transition : the changes in asset values, business models, etc. (ex. Quantifying and evaluating climate risk will require risk and finance teams to model behavior related to these risks and evolve new metrics. A Partnership in Climate Risk Modelling.

Risk 82

Risk Modeling Risk Management Measurement 82

AWS Big Data

NOVEMBER 17, 2023

In this post, we look into an optimal and cost-effective way of incorporating dbt within Amazon Redshift. In an optimal environment, we store the credentials in AWS Secrets Manager and retrieve them. For more information, refer SQL models. All the connection profiles are configured within the dbt profiles.yml file.

Snapshot 91

Snapshot Data Processing Testing Data Warehouse 91

AWS Big Data

OCTOBER 25, 2023

To optimize S3 storage costs, create a lifecycle configuration on the S3 bucket to transition the VPC flow logs to different tiers or expire processed logs. Also, a prefix is added to help with partitioning and query optimization when reading a collection of files using Athena.

Analytics 121

Analytics Data Processing Optimization Metrics 121

IBM Big Data Hub

APRIL 3, 2024

It helps organizations optimize their workplace experience , facility resource scheduling, facility strategic planning, lease accounting and asset disposal, and manage their transactions, capital projects , space , facility maintenance and facility sustainability. Figure 1: TAS on customer-hosted Red Hat OpenShift high-level architecture 2.

Data Processing 64

Data Processing Cost-Benefit Optimization Management 64

CIO Business Intelligence

NOVEMBER 27, 2023

On top of that, Gen AI, and the large language models (LLMs) that power it, are super-computing workloads that devour electricity.Estimates vary, but Dr. Sajjad Moazeni of the University of Washington calculates that training an LLM with 175 billion+ parameters takes a year’s worth of energy for 1,000 US households. Not at all.

Risk 120

Risk Cost-Benefit Modeling Optimization 120

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. It can help you to create, edit, optimize, fix, and succinctly summarize queries using natural language.

Data Warehouse 74

Data Warehouse Data Processing Optimization Modeling 74

Rita Sallam

APRIL 2, 2023

Are there mitigation strategies that show reasons for optimism? Are there mitigation strategies that can be implemented successfully that could provide policy guidance and reasons for optimism in the face of ever increasing frequency of extreme weather events? Based on these estimators, SAS created an easy to use what-if dashboard.

Optimization 52

Optimization Machine Learning Insurance Risk 52

CIO Business Intelligence

APRIL 30, 2024

Bandwidth optimization. This optimization improves efficiency and reduces costs. Chatbots, voice assistants, and language translation services can operate locally using NLP models. These servers can host AI models directly, enabling real-time inference without relying on cloud connectivity. Security and privacy.

Forecasting 88

Forecasting Optimization Advertising IoT 88

Laminar Security

DECEMBER 1, 2023

DSPM solutions help organizations achieve data security compliance, reduce data breach risks, optimize cloud costs, and improve data quality, all while enabling data-driven innovation. Cost optimization: Optimize your cloud storage costs by eliminating or reducing redundant, obsolete, or trivial data in your cloud environment.

Modeling 52

Modeling Cost-Benefit Risk Data-driven 52

AWS Big Data

NOVEMBER 21, 2023

Amazon Bedrock and foundation models like Anthropic Claude are poised to enable a new wave of AI adoption by powering more natural conversational experiences. However, a key challenge that has emerged is tailoring these general purpose models to generate valuable and accurate responses based on extensive, domain-specific datasets.

Modeling 70

Modeling Big Data Data-driven Data Processing 70

IBM Big Data Hub

JANUARY 24, 2024

With the seismic shift wrought by generative AI, the pressure is on IT to modernize and optimize to meet the demand. Turbonomic can automatically optimize your applications’ resourcing levels while dynamically scaling with business needs—all in near real-time while preserving performance.

Strategy 61

Strategy Data Processing Optimization Software 61

CIO Business Intelligence

FEBRUARY 13, 2024

Developing GenAI implementation strategies will be imperative for technology leaders, and they must focus on prioritizing key areas such as business model building, internal operational improvements, risk mitigation, and overall organizational efficiency.

Data Processing 81

Data Processing Forecasting Risk Optimization 81

CIO Business Intelligence

APRIL 11, 2024

Oracle Cloud Infrastructure is now capable of hosting a full range of traditional and modern IT workloads, and for many enterprise customers, Oracle is a proven vendor,” says David Wright, vice president of research for cloud infrastructure strategies at research firm Gartner.

Enterprise 119

Enterprise IT Data Processing Strategy 119

CIO Business Intelligence

MAY 23, 2022

Many companies whose AI model training infrastructure is not proximal to their data lake incur steeper costs as the data sets grow larger and AI models become more complex. The cloud is great for experimentation when data sets are smaller and model complexity is light. Potential headaches of DIY on-prem infrastructure.

Experimentation 122

Experimentation Cost-Benefit Data Lake Data Science 122

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. Data must be laboriously collected, curated, and labeled with task-specific annotations to train AI models. Data: the foundation of your foundation model Data quality matters.

Enterprise 128

Enterprise Technology Modeling Cost-Benefit 128

Rita Sallam

JUNE 2, 2023

Are there mitigation strategies that show reasons for optimism? Are there mitigation strategies that can be implemented successfully that could provide policy guidance and reasons for optimism in the face of ever increasing frequency of extreme weather events? Policymakers can then consider mitigating actions in advance.

Optimization 52

Optimization Insurance Machine Learning Risk 52

AWS Big Data

MARCH 13, 2024

For building any generative AI application, enriching the large language models (LLMs) with new data is imperative. With optimized configuration, it aims for high recall for the queries. For the model used to create embeddings, we settled on all-mpnet-base-v2 to create a 768-dimensional vector space. Outputs[?

Data Processing 111

Data Processing Dashboards Machine Learning Management 111

IBM Big Data Hub

OCTOBER 26, 2023

In fact, ESG Research found that 91% of all applications will eventually be hosted in the public cloud. That much investment has necessitated the FinOps movement , a cloud financial management discipline designed to bring financial accountability to the variable, consumption-based spend model of cloud. What’s next?

Cost-Benefit 67

Cost-Benefit Optimization Metrics Data Processing 67

datapine

MAY 2, 2023

You can use big data analytics in logistics, for instance, to optimize routing, improve factory processes, and create razor-sharp efficiency across the entire supply chain. This isn’t just valuable for the customer – it allows logistics companies to see patterns at play that can be used to optimize their delivery strategies.

Big Data 275

Big Data Cost-Benefit Internet of Things Optimization 275

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 91

Management Data Processing Risk Digital Transformation 91

CDW Research Hub

JUNE 5, 2020

With more and more companies moving away from traditional on-premises IT models, Microsoft Office 365 has quickly become the new standard for enterprises as they look to transition their Microsoft application workloads to the cloud.

Optimization 61

Optimization Data Processing Software Management 61

Smart Data Collective

SEPTEMBER 13, 2023

Hosting Your Own Website and Network Businesses that want to enjoy full control over their IT infrastructure opt for setting up everything in-house. For instance, used Dell servers , which are refurbished, offer the same performance as Dell servers of the same make and model; however, they come for a fraction of the cost.

IT 99

IT Cost-Benefit Data Processing Software 99

datapine

DECEMBER 11, 2019

SaaS is a software distribution model that offers a lot of agility and cost-effectiveness for companies, which is why it’s such a reliable option for numerous business models and industries. AI optimizes business processes, increasing productivity and efficiency while automating repetitive tasks and supporting human capabilities.

Software 314

Software Cost-Benefit Data Processing Data-driven 314

DataRobot Blog

MARCH 28, 2022

DataRobot provides a Machine Learning platform that allows data scientists and citizen data scientists to quickly and efficiently prepare, build and evaluate many competing models in order to identify the optimal algorithm to solve the use case. Thus, enabling customers to focus on driving business value.

Cost-Benefit 52

Cost-Benefit Machine Learning Data Processing Optimization 52

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 78

Testing Data Processing Visualization Data Science 78

CIO Business Intelligence

APRIL 29, 2024

Embracing a collaborative Request for Solution model transforms the procurement journey by incorporating a supplier “dialogue” phase where the buyer and supplier collaborate on the best possible solution. Stepping into this model means inviting suppliers to step up and present innovative solutions tailored to the buyer’s needs.

Modeling 79

Modeling Data Processing Measurement Risk 79