DataRobot Blog

DECEMBER 6, 2022

Other organizations are just discovering how to apply AI to accelerate experimentation time frames and find the best models to produce results. These data science teams are seeing tremendous results—millions of dollars saved, new customers acquired, and new innovations that create a competitive advantage. Read the blog.

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Experimentation Forecasting Data-driven Machine Learning 145

CIO Business Intelligence

MARCH 4, 2025

Coburns team also publishes an annual internal State of Engineering Velocity report highlighting key metrics and benchmarks captured in DX. Rather, Coburns team optimizes for fast experimentation and a metrics-driven approach. Were very experimental and fast to fail, Coburn says.

Experimentation 69

Experimentation Metrics Data-driven Measurement 69

Rocket-Powered Data Science

JULY 6, 2021

MLOps takes the modeling, algorithms, and data wrangling out of the experimental “one off” phase and moves the best models into deployment and sustained operational phase. There was some research published earlier in 2020 that found that traditional, less complex algorithms can be nearly as good or better than deep learning on some tasks.

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Machine Learning Data-driven Deep Learning IoT 279

The Data Visualisation Catalogue

DECEMBER 13, 2021

Journal of Experimental Psychology: Applied, 4 (2), 119–138. Research Papers. Visual Arrangements of Bar Charts Influence Comparisons in Viewer Takeaways. Koh, E., & Franconeri, S. Neighborhood Perception in Bar Charts. Qu, H., & Sedlmair, M. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems.

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Visualization Experimentation Publishing Interactive 121

DataRobot

MARCH 10, 2021

Recently published research papers show the danger of describing your AI systems as autonomous. The experimenters simulated experiences in online travel and online dating, varying the time people waited for a search result. The dictionary definition of automated is “operated by largely automatic equipment. ”.

Machine Learning 145

Machine Learning Experimentation Key Performance Indicator Reporting 145

The Unofficial Google Data Science Blog

JULY 22, 2020

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. Companies like Google [2], Amazon [3], and Microsoft [4] have all published scholarly articles on this topic.

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Experimentation Statistics Testing Knowledge Discovery 96

CIO Business Intelligence

JANUARY 25, 2024

After a year of frenzied experimentation and investment, executives will have to identify truly valid use cases (and ROI) for AI in 2024. A version of this story originally published on The Works. Here are three strategies designed to help CIOs and others maximize their return not just on AI, but all essential tech.

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ROI Experimentation Sales Machine Learning 105

Cloudera

APRIL 13, 2021

Unfortunately, most organizations run into trouble when it comes to bridging the gap that exists between experimentation and full-scale ML production. We recently published a Cloudera Special Edition of Production Machine Learning For Dummies eBook. To help teams work smarter and do things faster.

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Machine Learning Enterprise Experimentation Modeling 98

Smart Data Collective

FEBRUARY 4, 2020

The greatest advantage of AI is that it can digest vast amounts of medical knowledge — from thousands of published reports and scientific papers, say — and devise novel predictions and formulations that would take human researchers years of inefficient experimentation to find.

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Experimentation Testing Modeling Strategy 113

CIO Business Intelligence

AUGUST 2, 2023

Generative AI is already making deep inroads into the enterprise, but not always under IT department control, according to a recent survey of business and IT leaders by Foundry, publisher of CIO.com. That could be because non-IT leaders get to see the benefits of early and unsanctioned experimentation, while IT leaders then have to clean up.

Enterprise 98

Enterprise Experimentation Manufacturing Risk 98

Data Science 101

JANUARY 15, 2020

Some pitfalls of this type of experimentation include: Suppose an experiment is performed to observe the relationship between the snack habit of a person while watching TV. Bias can cause a huge error in experimentation results so we need to avoid them. This clearly states, there is some error in the reading of the instrument.

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Experimentation Statistics Measurement Testing 96

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

accounting for effects "orthogonal" to the randomization used in experimentation. For example in ads, experiments using cookies (users) as experimental units are not suited to capture the impact of a treatment on advertisers or publishers nor their reaction to it.

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Modeling Experimentation Knowledge Discovery Testing 63

Domino Data Lab

JANUARY 11, 2021

date range) Publishing a scheduled job that runs an underlying piece of code in the Domino environment on a repeating basis. Together, they empower data scientists to access, transform and manipulate data inside any code library they choose to use. Domino Data Lab is the system-of-record for enterprise data science teams.

Data Science 103

Data Science Recreation/Entertainment Data Warehouse Publishing 103

Smart Data Collective

JULY 9, 2023

Several organizations and research firms publish e-commerce conversion rate benchmarks based on industry data and trends. Experimentation is the key to finding the highest-yielding version of your website elements. You can find comprehensive E-commerce conversion rate benchmarks here.

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Optimization Data Analytics Analytics Data-driven 97

CIO Business Intelligence

JULY 6, 2023

Subhamoy Chakraborti, Chief Technology Officer of ABP Private Limited, spearheads the technological advancements under his ambit in the media house, which publishes two daily newspapers, five magazines, several digital channels and portals, runs e-commerce platforms, school admission-related portals and a radio enterprise.

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Digital Transformation Experimentation Recreation/Entertainment Technology 98

AWS Big Data

OCTOBER 4, 2023

An Amazon DataZone domain contains an associated business data catalog for search and discovery, a set of metadata definitions to decorate the data assets that are used for discovery purposes, and data projects with integrated analytics and ML tools for users and groups to consume and publish data assets.

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Metadata Data Lake Publishing Data Governance 113

CIO Business Intelligence

APRIL 15, 2024

Given the speed required, Lowden established a specialized team for the project to encourage a culture of experimentation and “moving fast to learn fast.” “You The Tax Institute studies and analyzes the constantly shifting landscape of federal and state tax laws and publishes articles on how to deal with them.

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Testing Machine Learning Data Quality Experimentation 102

Data Science and Beyond

JULY 22, 2018

Two years later, I published a post on my then-favourite definition of data science , as the intersection between software engineering and statistics. Numerous articles have been published on the meaning of data science in the past six years.

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Data Science Machine Learning Statistics Predictive Modeling 79

Data Science and Beyond

APRIL 5, 2021

Well, no one has compiled a meta-post of my public work from 2020 (that I know of), so it’s finally time to publish it myself. My main "day job" focus in 2020 was on being the tech lead for Automattic’s new experimentation platform (ExPlat). Remote work. Technical work. Subscribe to data.blog to get updates!

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Experimentation Testing Publishing Data Collection 61

datapine

FEBRUARY 4, 2020

A daily marketing report will also allow you for faster experimentation: running small operations to answer small questions. With this marketing report template, you can get a clear overview of all the content stages before and after publishing. 2) Google Ads Digital Marketing Analysis Report.

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Reporting Marketing Advertising Metrics 280

Domino Data Lab

AUGUST 6, 2021

Develop: includes accessing and preparing data and algorithms, researching and development of models and experimentation. Deploy: includes validating, publishing and delivering working models into a business environment. This is of primary importance in healthcare and finance, for example.

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Data Science Testing Modeling Publishing 75

CIO Business Intelligence

SEPTEMBER 19, 2023

Columbia University professor David Rogers, author of Digital Transformation Playbook and The Digital Transformation Roadmap , published in September, says it doesn’t have to be that way. They should rather manage through experimentation. CIOs can help their enterprises in this area.

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Digital Transformation Uncertainty Testing Enterprise 130

AWS Big Data

JANUARY 9, 2024

This functionality was initially released as experimental in OpenSearch Service version 2.4, To foster an open ecosystem, we created a framework to empower partners to easily build and publish AI connectors. and is now generally available with version 2.9.

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Visualization Cost-Benefit Modeling Machine Learning 106

Occam's Razor

FEBRUARY 26, 2008

Use your customers and competitors to help you move the ball forward (buy a new tool, hire another analyst, kill hideous home pages, spend right amounts on SEM and SEO, publish rich media on your site, implement feedburner , or whatever else you want). 1: Implement a Experimentation & Testing Program. # 6: If All Else Fails. . #

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Management Experimentation Testing Metrics 68

DataRobot Blog

MARCH 16, 2023

We are offering customers rapid experimentation and value identification, with both code-first and no-code approaches. Erick Brethenoux, Anthony Mullen, Published 26 August 2022 The post A New Era of Value-Driven AI appeared first on DataRobot AI Platform.

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Data-driven Experimentation Measurement Enterprise 52

Cloudera

FEBRUARY 16, 2022

It is also possible to create your own AMP and publish it in the AMP catalogue for consumption. Support for multiple sessions within a project allows data scientists, engineers and operations teams to work independently alongside each other on experimentation, pipeline development, deployment and monitoring activities in parallel.

Machine Learning 85

Machine Learning Modeling Metadata Recreation/Entertainment 85

Occam's Razor

NOVEMBER 2, 2015

And, through experimentation, what is it that they want on Facebook… Content perfectly targeted at their audience, in the above case to try and provide value to help them do their jobs better. What content should you publish on Facebook? If you insist on publishing content on your Facebook page… 1. Just buy ads.

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B2B Metrics Recreation/Entertainment Testing 167

DataRobot Blog

MARCH 16, 2023

We’ve tightened the loop between ML data prep , experimentation and testing all the way through to putting models into production. Secure, Seamless, and Scalable ML Data Preparation and Experimentation Now DataRobot and Snowflake customers can maximize their return on investment in AI and their cloud data platform.

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Modeling Experimentation Machine Learning Data-driven 52

Data Science 101

OCTOBER 15, 2023

Those vendors are safe due to established revenue elsewhere, but they are under pressure to publish, and you can set your watch to press releases (and generally well meaning if muddled media interpretation) at various cycles relating to public company reporting. This problem can be witnessed in the business strategies of QC companies.

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Risk Marketing Consulting Technology 107

Sanjeev Mohan

FEBRUARY 6, 2019

This is the focus of my latest research which published in Jan 2019. GCP has gained acceptance for development and experimentation and more enterprise customers are putting it into production. Is Google Cloud Platform Ready to Run Your Data Analytics Pipeline? So, why did I decide to write on this topic? I am glad you asked.

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Data Analytics Analytics Data Governance Experimentation 49

Insight

MARCH 27, 2019

To address this problem, Google published AutoAugment last year, which discovers optimized augmentations for the given dataset using reinforcement learning. Discovering the proper method requires time-consuming experimentation. How to integrate into your ML pipeline DeepAugment is published on PyPI.

Optimization 75

Optimization Cost-Benefit Modeling Publishing 75

Cloudera

MAY 31, 2023

Applied in enterprise context, as an employee if we were to ask about company travel and relocation policies, a generic LLM will hallucinate reasonable sounding policies, which will not match what the company publishes.

Enterprise 74

Enterprise Data Processing Machine Learning Experimentation 74

CIO Business Intelligence

APRIL 5, 2023

Midjourney, ChatGPT, Bing AI Chat, and other AI tools that make generative AI accessible have unleashed a flood of ideas, experimentation and creativity. It’ll be tempting to save time and money by skipping human involvement, but the damage to your business could be significant if what’s generated is inaccurate, irresponsible, or offensive.

Modeling 111

Modeling Testing Cost-Benefit Experimentation 111

Domino Data Lab

JULY 28, 2021

The Workbench is Domino’s notebook-based environment where data scientists can do their R&D and experimentation. Efficient deployment requires a robust platform that can easily publish a model using the same tools and resources from development. Have a question? Get in touch with us.

Data Science 59

Data Science Enterprise Modeling Experimentation 59

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. Resulting datasets are then published to our data mesh service across our organization to allow our scientists to work on prediction models.

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Interactive Strategy Cost-Benefit Data Governance 86

CIO Business Intelligence

JUNE 28, 2023

Even among the companies permitting the tools, many are publishing stringent usage guidelines, and are proactively working with technology partners to accelerate access to enterprise-grade solutions with more robust security. Experimentation with a use case driven approach. Business fundamentals still apply.

Enterprise 52

Enterprise Experimentation Risk Data-driven 52

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. The first two are from editions of my newsletter, The Marketing – Analytics Intersect (it goes out weekly, and is now my primary publishing channel, sign up!).

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Marketing Analytics Machine Learning Strategy 138