DataRobot

JULY 16, 2021

Testing your model to assess its reproducibility, stability, and robustness forms an essential part of its overall evaluation. Best practices around the operation of a system (the software and people that interact with a model) are as pivotal to its trustworthiness as the design of the model itself. Operations.

Machine Learning 98

Machine Learning Uncertainty Modeling Measurement 98

IBM Big Data Hub

JULY 31, 2023

Why mainframe application modernization stalls We’ve experienced global economic uncertainties in recent memory, from the 2008 “too big to fail” crisis to our current post-pandemic high interest rates causing overexposure and insolvency of certain large depositor banks. Why did they fail to launch a new mobile app?

Digital Transformation 52

Digital Transformation Uncertainty Risk Data Warehouse 52

Cloudera

MAY 15, 2018

My narrower vision of the next advancement in analytics is driven (or biased) by my quantitative risk management background and the critical role that computational simulation capabilities have played in many advances in the world of finance. Probability, Uncertainty and Quantitative Risk (2017) 2:6. Mauro Cesa. “A

Machine Learning 42

Machine Learning Recreation/Entertainment Finance Big Data 42

DataKitchen

SEPTEMBER 21, 2023

The uncertainty of not knowing where data issues will crop up next and the tiresome game of ‘who’s to blame’ when pinpointing the failure. In the context of Data in Place, validating data quality automatically with Business Domain Tests is imperative for ensuring the trustworthiness of your data assets.

Testing 169

Testing Data Quality Predictive Modeling Metrics 169

The Unofficial Google Data Science Blog

JANUARY 14, 2016

Unlike experimentation in some other areas, LSOS experiments present a surprising challenge to statisticians — even though we operate in the realm of “big data”, the statistical uncertainty in our experiments can be substantial. We must therefore maintain statistical rigor in quantifying experimental uncertainty.

Experimentation 41

Experimentation Statistics Metrics Measurement 41

The Unofficial Google Data Science Blog

APRIL 23, 2024

Crucially, it takes into account the uncertainty inherent in our experiments. However, if we experiment with both parameters at the same time we will learn something about interactions between these system parameters. It is a big picture approach, worthy of your consideration.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

O'Reilly on Data

SEPTEMBER 15, 2020

This in turn would increase the platform’s value for users and thus increase engagement, which would result in more eyes to see and interact with ads, which would mean better ROI on ad spend for customers, which would then achieve the goal of increased revenue and customer retention (for business stakeholders).

Cost-Benefit 293

Cost-Benefit Advertising ROI Machine Learning 293

Jet Global

MAY 19, 2020

However, even amid all the uncertainty of the pandemic, change is not a novel concept for successful businesses. Industry-leading CFOs shared their ideas on April 16, 2020, during insightsoftware’s webinar, How to Navigate Your Business Through This Uncertainty. Throughout history, companies have had to transform to thrive.

Uncertainty 98

Uncertainty Risk Management Reporting 98

Cloudera

NOVEMBER 18, 2021

This allows for an omni-channel view of the customer and enables real-time data streaming and a safe zone to test machine learning models using Cloudera Data Science Workbench (CDSW). With such an agile response, customers can transact with minimal disruptions and get access to financial services, without putting employees at risk. .

Data Lake 74

Data Lake Cost-Benefit Digital Transformation Risk 74

Jet Global

MAY 18, 2020

In the last few months, this level of thinking has been tested more than ever before. But without establishing a centralised rapid reporting rhythm, fed by real-time data and supported by automated reporting processes, finance runs the risk of things dropping off into silos. A New Look.

Finance 64

Finance Reporting Uncertainty Testing 64

CIO Business Intelligence

SEPTEMBER 27, 2022

Most ERPs also include customer relationship management (CRM) tools to track customer interactions, thereby providing deeper insights about customer behavior and needs. Change creates uncertainty at all organization levels. The executive sponsor then presents the business case to the appropriate executives for formal approval.

Enterprise 119

Enterprise Cost-Benefit Manufacturing Software 119

Domino Data Lab

JUNE 23, 2019

As a result, Skomoroch advocates getting “designers and data scientists, machine learning folks together and using real data and prototyping and testing” as quickly as possible. As quickly as possible, you want to get designers and data scientists, machine learning folks together and using real data and prototyping and testing.

Management 110

Management Machine Learning Experimentation Metrics 110

CIO Business Intelligence

FEBRUARY 12, 2024

As genAI caught fire in 2023, many organizations rushed to test and learn from the technology and harness it to grow productivity and improve processes. 4 Additionally, while 63% have guardrails in place to use AI safely, these organizations worry about its role in misinformation, ethical bias and job loss among other risks, Wavestone found.

IT 130

IT Consulting Cost-Benefit Uncertainty 130

Jet Global

APRIL 8, 2021

How prepared are they, though, for the different sets of risks and opportunities associated with long-term uncertainties? It is also as of yet unclear how the latest recommendations made by the OECD will play out, especially given the current uncertainties in global trade. Preparing for uncertainty.

Forecasting 52

Forecasting Reporting Uncertainty Key Performance Indicator 52

bridgei2i

JUNE 11, 2020

If nothing else, this anecdote offers valuable insight into the impact that uncertainty of any kind has on consumer behaviour; it triggers volatility. The immediate factor guiding consumer demand behaviour in CPG is Fear— fear of uncertainty, fear of losing incomes, fear of falling sick, fear of running out of essentials etc.

Digital Transformation 52

Digital Transformation Sales Uncertainty Forecasting 52

Jet Global

SEPTEMBER 27, 2023

But now more than ever, challenges from both outside and inside organizations are testing your resiliency. Inflation, economic uncertainty, and swiftly-changing regulations significantly impact finance professionals. Finance teams are no strangers to pressure.

Dashboards 52

Dashboards Reporting Operational Reporting Finance 52

O'Reilly on Data

JUNE 16, 2020

But when making a decision under uncertainty about the future, two things dictate the outcome: (1) the quality of the decision and (2) chance. The quality of the decision is based on known information and an informed risk assessment, while chance involves hidden information and the stochasticity of the world.

Uncertainty 275

Uncertainty Testing Risk Reporting 275