DataRobot Blog

MARCH 17, 2022

Businesses today operate under greater pressure and greater uncertainty than ever before. During the pandemic, we witnessed mature machine learning models failing overnight because models trained on 2019 data didn’t know what to do with 2020 market conditions. This leads me back to a basic tenet of business: realizing value.

Forecasting 52

Forecasting Machine Learning Data-driven Uncertainty 52

CIO Business Intelligence

MAY 4, 2022

He cites as evidence Gartner’s figures in this space : a 34% annual growth rate in spending for cloud security, which has gone from $585 million in 2019 to an anticipated $3.5 “It’s securing what has evolved in the past few years and what has been evolving.” billion in spend by 2025.

IT 135

IT Business Driver Reporting Uncertainty 135

CIO Business Intelligence

SEPTEMBER 12, 2022

One instance of how that exploration led to real business benefits was with the application of machine learning to predict optimal product formulation using a set of desired consumer benefits. The team was given time to gather and clean data and experiment with machine learning models,’’ Crowe says.

Experimentation 126

Experimentation Consulting Technology Machine Learning 126

Andrew White

APRIL 22, 2020

In this second phase executive leaders will need to make critical business decisions with even less data and with more uncertainty. Cost optimization and short-term value generating activity will be explored. See 2018 Won’t See a Massive Productivity Boost From AI – 2019 Might Show It. This is not an option.

Software 52

Software Uncertainty Measurement Marketing 52

Occam's Razor

APRIL 15, 2019

During 2019, our Net Promotion Score has dropped 15 points. In 2019, we can measure the crap out of so much. To create enough uncertainty to fuzzy up any negative – or remotely negative – data. What will it take for you to change your behavior to optimally deal with the situation you are in? Why be hurtin’?

Measurement 79

Measurement Strategy Data Processing Uncertainty 79

O'Reilly on Data

SEPTEMBER 11, 2019

Our call for speakers for Strata NY 2019 solicited contributions on the themes of data science and ML; data engineering and architecture; streaming and the Internet of Things (IoT); business analytics and data visualization; and automation, security, and data privacy. 221) to 2019 (No. 40; it peaked at Strata NY 2018 at No.

IoT 20

IoT Big Data Data Warehouse Uncertainty 20

Smart Data Collective

APRIL 18, 2019

In January, Masergy predicted that 2019 will be “The Year of Artificial Intelligence.” Uncertainties are a major roadblock in automating cybersecurity. The software developers can only automate what they’re certain about, and there is an enormous amount of uncertainty in the work at hand. The same goes for cybersecurity.

Behavioral Analytics 78

Behavioral Analytics Advertising Uncertainty Machine Learning 78

The Unofficial Google Data Science Blog

DECEMBER 4, 2019

by THOMAS OLAVSON Thomas leads a team at Google called "Operations Data Science" that helps Google scale its infrastructure capacity optimally. This classification is based on the purpose, horizon, update frequency and uncertainty of the forecast. A single model may also not shed light on the uncertainty range we actually face.

Forecasting 113

Forecasting Data Science Statistics Uncertainty 113