DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. DataRobot Notebooks is a fully hosted and managed notebooks platform with auto-scaling compute capabilities so you can focus more on the data science and less on low-level infrastructure management. A host of open-source libraries.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

CIO Business Intelligence

NOVEMBER 13, 2023

No matter the industry, organizations are increasingly looking for ways to optimize mission-critical software development processes. But even with that knowledge in hand, actually implementing the necessary changes comes with a host of challenges and obstacles to navigate—from a lack of skills and know-how to limited automation capabilities.

Experimentation 129

Experimentation Software Data Processing Optimization 129

CIO Business Intelligence

NOVEMBER 2, 2023

“Awareness of FinOps practices and the maturity of software that can automate cloud optimization activities have helped enterprises get a better understanding of key cost drivers,” McCarthy says, referring to the practice of blending finance and cloud operations to optimize cloud spend.

Strategy 140

Strategy Data Processing Experimentation Optimization 140

The Unofficial Google Data Science Blog

JULY 22, 2020

For example, consider a smaller website that is considering adding a video hosting feature to increase engagement on the site. Instead, we focus on the case where an experimenter has decided to run a full traffic ramp-up experiment and wants to use the data from all of the epochs in the analysis.

Experimentation 96

Experimentation Statistics Testing Knowledge Discovery 96

CIO Business Intelligence

MARCH 10, 2022

Fujitsu remains very much interested in the mainframe market, with a new model still on its roadmap for 2024, and a move under way to “shift its mainframes and UNIX servers to the cloud, gradually enhancing its existing business systems to optimize the experience for its end-users.”

Sales 130

Sales Testing Experimentation Data Processing 130

CIO Business Intelligence

DECEMBER 6, 2023

Its digital transformation began with an application modernization phase, in which Dickson and her IT teams determined which applications should be hosted in the public cloud and which should remain on a private cloud. Energy optimization is another key aspect of DS Smith’s data and sustainability pipeline, the CIO says.

Manufacturing 97

Manufacturing Data Lake Digital Transformation Machine Learning 97

IBM Big Data Hub

MAY 20, 2024

Search and optimization. This opens up new possibilities to design new drugs to fight emerging diseases within the biotech industry—and more broadly, to discover new materials that can enable carbon capture and optimize energy storage to help industries fight climate change. Simulating nature. This is where IBM can help.

Data Processing 94

Data Processing Optimization Experimentation Enterprise 94

CIO Business Intelligence

DECEMBER 14, 2023

Reining in the rugged and remote Through rapid cycles of discovery and experimentation, Mathur and De Bernardi’s cross-functional team devised a solution that leaned heavily on additive manufacturing, more commonly known as “3D printing.” These early wins are reason for optimism.

Manufacturing 100

Manufacturing Digital Transformation Experimentation Cost-Benefit 100

CIO Business Intelligence

AUGUST 14, 2024

Organizations typically start with the most capable model for their workload, then optimize for speed and cost. Start where your data is Using your own enterprise data is the major differentiator from open access gen AI chat tools, so it makes sense to start with the provider already hosting your enterprise data.

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

Cloudera

OCTOBER 8, 2024

This service supports a range of optimized AI models, enabling seamless and scalable AI inference. By 2023, the focus shifted towards experimentation. Hardware and software optimizations enable up to 36 times faster inference with NVIDIA accelerated computing and nearly four times the throughput on CPUs, accelerating decision-making.

Optimization 75

Optimization Experimentation Metrics Enterprise 75

Ontotext

JULY 24, 2023

But there are also a host of other issues (and cautions) to take into consideration. Training LLM requires building robust data pipelines that are both highly optimized and flexible enough to easily include new sources of both public and proprietary data. I will start by saying that I believe LLM holds great promise.

Modeling 98

Modeling Management Structured Data Data Architecture 98

Cloudera

DECEMBER 13, 2022

The attack targeted a host of public and private sector organizations (18,000 customers) including NASA, the Justice Department, and Homeland Security, and it is believed the attackers persisted on SolarWinds systems for 14 months prior to discovery. Operationalize ML with the Cloudera Data Platform.

Machine Learning 78

Machine Learning Experimentation Data Lake Data Processing 78

IBM Big Data Hub

DECEMBER 5, 2023

With the rise of highly personalized online shopping, direct-to-consumer models, and delivery services, generative AI can help retailers further unlock a host of benefits that can improve customer care, talent transformation and the performance of their applications. The impact of these investments will become evident in the coming years.

Unstructured Data 90

Unstructured Data Cost-Benefit Machine Learning Experimentation 90

CIO Business Intelligence

JUNE 6, 2023

For example, startups are likelier to have advanced devops practices that enable continuous deployments and feature experimentation. Partnering with startups is a great opportunity to partake in how applying these devops capabilities can improve end-user experiences and accelerate application development practices.

Key Performance Indicator 105

Key Performance Indicator Cost-Benefit Enterprise Experimentation 105

Domino Data Lab

JULY 2, 2019

SQL optimization provides helpful analogies, given how SQL queries get translated into query graphs internally , then the real smarts of a SQL engine work over that graph. The query graph provides metadata that gets leveraged for optimizations at multiple layers of the relational database stack. SQL and Spark. That’s good stuff.

Metadata 105

Metadata Data Science Machine Learning Data-driven 105

Cloudera

JUNE 6, 2019

The typical Cloudera Enterprise Data Hub Cluster starts with a few dozen nodes in the customer’s datacenter hosting a variety of distributed services. This approach seeks to optimize resource utilization or infrastructure efficiency. Noisy Neighbors in Large, Multi-Tenant Clusters. 2) By workload type. 3) By workload priority.

Metadata 86

Metadata Data Lake Optimization Strategy 86

AWS Big Data

JULY 20, 2023

This data is sent to Apache Kafka, which is hosted on Amazon Managed Streaming for Apache Kafka (Amazon MSK). Determining optimal table partitioning Determining optimal partitioning for each table is very important in order to optimize query performance and minimize the impact on teams querying the tables when partitioning changes.

Data Lake 96

Data Lake Analytics Snapshot Data Quality 96

Occam's Razor

DECEMBER 9, 2009

some reports going out on schedule (even if data pukes) then an optimal path might be to centralize some where (see item #2 below). [B] Who owns the power to make changes to the site (not who owns updating pages or hosting the site)? I use this as the first filter because I am trying to gauge how to have the highest impact, quickly. [A]

Analytics 95

Analytics Data-driven Marketing Sales 95

AWS Big Data

JUNE 12, 2024

These topics include federation with the Swisscom identity provider (IdP), JDBC connections, detective controls using AWS Config rules and remediation actions, cost optimization using the Redshift scheduler, and audit logging. This module is experimental and under active development and may have changes that aren’t backward compatible.

Data Architecture 110

Data Architecture Cost-Benefit Data-driven Experimentation 110

IBM Big Data Hub

OCTOBER 20, 2023

This unified experience optimizes the process of developing and deploying ML models by streamlining workflows for increased efficiency. Decision optimization: Streamline the selection and deployment of optimization models and enable the creation of dashboards to share results, enhance collaboration and recommend optimal action plans.

Machine Learning 71

Machine Learning Manufacturing Deep Learning Cost-Benefit 71

Alation

DECEMBER 14, 2021

These systems offer numerous web-centric features that bolster customer service and engagement, provide server scalability during periods of fluctuating traffic, and allow easy experimentation with new technologies and promotional strategies. Optimized business continuity. What is cloud-optimized? What is cloud-hosted?

Cost-Benefit 52

Cost-Benefit Data Processing Optimization Consulting 52

IBM Big Data Hub

APRIL 18, 2024

While leaders have some reservations about the benefits of current AI, organizations are actively investing in gen AI deployment, significantly increasing budgets, expanding use cases, and transitioning projects from experimentation to production. AGI wouldn’t just perceive its surroundings; it would understand them.

Cost-Benefit 89

Cost-Benefit Manufacturing Modeling Interactive 89

Domino Data Lab

MAY 8, 2019

At CMU I joined a panel hosted by Zachary Lipton where someone in the audience asked a question about machine learning model interpretation. They also require advanced skills in statistics, experimental design, causal inference, and so on – more than most data science teams will have. Let’s look through some antidotes.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

Jet Global

APRIL 27, 2023

For your tax team to be agile, you’ll need to optimize tax technology and processes so you can both spot data insights and mitigate risk. Manufacturing organizations will succeed if they can adapt quickly to shifting supply chains and maintaining agility in reporting.

Manufacturing 52

Manufacturing Marketing Reporting Risk 52

Sisense

SEPTEMBER 30, 2020

Additionally, they were relatively costly because they include hosting, but documentation is generally static content so it is cheap and easy to host. First, the hosting is very cheap. Responsive mobile experience: We also optimized all pages for mobile consumption. Choose the right framework.

Data Processing 52

Data Processing Experimentation Cost-Benefit Marketing 52

AWS Big Data

MARCH 20, 2023

The Design Lab is one half to two day engagement with customer team offering prescriptive guidance to arrive at the optimal solution architecture design before you embark on building the platform. Operational dashboards are hosted on Grafana integrated with Druid.

Analytics 52

Analytics Slice and Dice Data Processing Data Lake 52

AWS Big Data

SEPTEMBER 13, 2024

The AWS pay-as-you-go model and the constant pace of innovation in data processing technologies enable CFM to maintain agility and facilitate a steady cadence of trials and experimentation. Finally, CFM uses an AWS Graviton architecture to optimize even more cost and performance (as highlighted in the screenshot below).

Interactive 91

Interactive Strategy Cost-Benefit Data Governance 91

Ontotext

NOVEMBER 2, 2023

The data itself is stored in a way that is not optimal for extracting insight. And while there is a great deal of experimentation underway, most organizations have only scratched the surface in a use-case-by-use-case fashion. This is partly because integrating and moving data is not the only problem.

IT 69

IT Cost-Benefit Data-driven Technology 69

Business Over Broadway

MAY 22, 2019

I was invited as a guest in a weekly tweet chat that is hosted by Annette Franz and Sue Duris. According to Gartner, companies need to adopt these practices: build culture of collaboration and experimentation; start with a 3-way partnership among executives leading digital initiative, line of business and IT.

Machine Learning 40

Machine Learning Technology Digital Transformation Data Science 40

AWS Big Data

JULY 26, 2023

You can choose to host your collection on a public endpoint or within a VPC. We recognize that many of you are in the experimentation phase and would like a more economical option for dev-test. All the data in the vector engine is encrypted in transit and at rest by default.

Metadata 52

Metadata Cost-Benefit Testing Metrics 52

CIO Business Intelligence

AUGUST 1, 2023

Define a game-changing LLM strategy At a recent Coffee with Digital Trailblazers I hosted, we discussed how generative AI and LLMs will impact every industry. There are three departments where CIOs must partner with their CHROs and CISOs in communicating policy and creating a governance model that supports smart experimentation.

Digital Transformation 98

Digital Transformation Unstructured Data Strategy Data Science 98

O'Reilly on Data

FEBRUARY 27, 2025

On May 8, OReilly Media will be hosting Coding with AI: The End of Software Development as We Know It a live virtual tech conference spotlighting how AI is already supercharging developers, boosting productivity, and providing real value to their organizations.

Experimentation 246

Experimentation Data Processing Software Visualization 246

CIO Business Intelligence

FEBRUARY 5, 2025

How to know what to prioritize AI has made remarkable strides over the past year, but its adoption has also uncovered a host of shortcomings like dangerous hallucinations and expensive implementation. Customer experience optimization, supply chain forecasting, demand prediction, and preventive maintenance tend to yield quick wins, he says.

Cost-Benefit 117

Cost-Benefit ROI Metrics Measurement 117

Ontotext

DECEMBER 6, 2024

Building a RAG prototype is relatively easy, but making it production-ready is hard with organizations routinely getting stuck in experimentation mode. Each of these elements requires careful consideration to optimize retrieval accuracy and system efficiency. GraphDB allows experimentation and optimization of the different tasks.

Modeling 59

Modeling Cost-Benefit Experimentation Optimization 59

Occam's Razor

OCTOBER 12, 2017

The tiny downside of this is that our parents likely never had to invest as much in constant education, experimentation and self-driven investment in core skills. Optimal Starting SCOTUS Starting Points. The Future of Life Institute hosted a conference in Asilomar in Jan 2017 with just such a purpose. Back to the whiteboard.

Marketing 138

Marketing Analytics Machine Learning Strategy 138