Note: this blog introduces the concept of the Marginal Propensity to Reuse which is the primary driver behind the Data Economic Multiplier Effect and the Schmarzo Economic Digital Asset Valuation Theorem.  The Marginal Propensity to Reuse states that an increase in the reuse of a data set across…

Production is often viewed as the final frontier in the machine learning process. By now, your data scientists trained a model on your data, the machine learning and software engineers incorporated that model into an application, the DevOps team configured the automation that containerizes the application for use by the rest of the…

AI has been making a lot of noise off late, especially in the context of software development. Of course, this topic is quite wide, but in this article, we shall focus our attention on AI-driven automation testing. Let us start with understanding what is AI and automation testing. Automation testing refers to the process of executing software test…

Summary

Clustering analysis is another standard method available with SAP BW Data Mining. The clustering models based on this method may apply various combinations of parameters (e.g., maximum number of clusters, minimum fraction of inter-cluster hops per iteration, etc.) in order to implement various…

Introduction

Lack of technology or Healthcare Automation solutions has been creating havoc in the healthcare industry. According to Health Affairs, 44,000 deaths are caused in the U.S. each year due to clinical errors. While every 6 out of 10 deaths are caused due to the lack of technological…

Organizations using Artificial Intelligence (AI) and Machine Learning (ML) solutions face a challenging problem: deploying these capabilities into production systems. The last component of ModelOps and MLOps pipelines is the production deployment stage. This stage occurs after a model is trained and reaches a suitable level of performance and is ready…

I read an article recently, which had a memorable statement:

“Just about every successful deployment of AI has either one of two expedients: It has a person somewhere in the loop, or the cost of failure, should the system blunder, is very low.”

In the article…

A few years back, IT experts and leaders predicted that AI is going to be a major part of our futures, and today, it is here in our living rooms, cars, in our pockets. It is a part of our daily lives and its influence would continue to affect our lifestyles in the coming years. As…

Whether you are a customer searching for your favorite products online, a writer looking for the latest statistics, or a business owner learning SEO skills, you are using a search engine to get answers. And search engines are pretty interesting! You open up your favorite one, add some related keywords and click to search. Within a fraction of a second, you get thousands of results for your entered keyword. It seems like magic. Except that it isn’t!

Search engines can…

Summary

Regression analysis is one of the methods supplied “built-in” with SAP BW Data Mining. Based on this method regression models can be created and configured to satisfy specific analysis requirements (e.g., choice between linear or non-linear approximation, etc.). The method includes…

According to a survey conducted by PwC, 72% of business leaders use AI for their business advantage. The Digital marketing world has been restructured immensely since the emergence of AI. It…

AI or Artificial Intelligence is basically a branch of computer science where importance is given to the process of creating intelligent machines so that they are able to think and react like human beings. The process that has been involved in creating intelligent machines supports the process of making a decision that has been fully analyzed, solely…

Summary

SAP BW Data Mining serves as a process design platform for a wide variety of analyses either based on the  data mining methods (either supplied by SAP as built-in with SAP BW Data Mining or supplied by certified vendors), or based on “non-scientific” transformations (joins and unions of data tables, sorting and filtering of data,…

The field of computational pathology (CPATH) consists of using algorithms to analyze digital images obtained through scanning slides of cells and tissues. In recent years, deep learning algorithms that show comparable performance to trained pathologists have been developed for several classification, regression, and segmentation tasks, such as tumor…

This is an Op-ed about the future of the internet and, while speculative, it's an example and an attempt to demonstrate how Artificial Intelligence at scale in a human would or could have disastrous impacts without AI regulation and AI ethics to protect us.…

Following on from the article last week – Deep learning in biology and medicine – we discuss another sobering trend -  according to some recent research shared on MIT technology review  Hundreds of AI tools have been built to catch covid.…

It is no coincidence that companies are investing in AI at unprecedented levels at a time when they are under tremendous pressure to innovate. The artificial intelligence models developed by data scientists give enterprises new insights, enable new and…

SAP BW Data Mining allows creating data mining models that implement respective analysis methods (either supplied by SAP as built-in with SAP BW Data Mining or supplied by certified vendors). Although analysis methods available via SAP BW Data Mining provide extensive reporting and visualizations, there could be a need for…