O'Reilly on Data

MARCH 31, 2020

Machine learning adds uncertainty. Underneath this uncertainty lies further uncertainty in the development process itself. You might establish a baseline by replicating collaborative filtering models published by teams that built recommenders for MovieLens, Netflix, and Amazon. If you can’t walk, you’re unlikely to run.

Management 339

Management Machine Learning Experimentation Metrics 339

Anmut

OCTOBER 29, 2020

This ongoing trade-off between reporting timely and accurate information strains the reliability of the data. In a time of uncertainty, it also pressures decision-making bodies even more into making the right decision. COVID-19 exposes shortcomings in data management. For example, they started counting care home deaths too.

Data Governance 52

Data Governance Data Collection Data-driven Statistics 52

CIO Business Intelligence

MARCH 29, 2022

Lowering the entry cost by re-using data and infrastructure already in place for other projects makes trying many different approaches feasible. Fortunately, learning-based projects typically use data collected for other purposes. . Duplication of data also entails duplication of effort, which is an additional cost.

Cost-Benefit 52

Cost-Benefit Machine Learning Metadata Data Quality 52

Depict Data Studio

MAY 12, 2020

Amanda said, “There are different points in which we make decisions about how and what we visualize, and then how we publish and share. Amanda went through some of the top considerations, from data quality, to data collection, to remembering the people behind the data, to color choices.

Visualization 52

Visualization Uncertainty Data Collection Data Quality 52

Domino Data Lab

JULY 22, 2019

Frankly, leading data science teams early on, you almost always had to struggle against the BI teams. It was also the year, 2001, when “ Agile Manifesto ” was published. They learned about a lot of process that requires that you get rid of uncertainty. They’re being told they have to embrace uncertainty.

Data Science 109

Data Science Machine Learning Data Governance Modeling 109

The Unofficial Google Data Science Blog

JULY 18, 2023

Editor's note : The relationship between reliability and validity are somewhat analogous to that between the notions of statistical uncertainty and representational uncertainty introduced in an earlier post. Measurement challenges Assessing reliability is essentially a process of data collection and analysis.

Measurement 52

Measurement Metrics Uncertainty Slice and Dice 52

Jet Global

JULY 28, 2023

Here, we discuss how factors like market uncertainty and IT dependence impact finance teams throughout EMEA. The State of Finance in EMEA Finance teams worldwide have been deeply impacted by market uncertainty. When searching for tax-management software, find one that automates data collection and processing.

Finance 52

Finance Uncertainty Reporting Forecasting 52