Synthetic data is used more and more to augment real-life datasets. It enriches them and allow black-box systems to correctly classify observations or predict values… Read More »New Book: Synthetic Data – Generation and Applications
The Mathematics of AI
The mathematics rubric includes articles that focus primarily upon the mathematical underpinnings of machine learning, data analytics and cognitive computing. These articles either cover mathematical notation extensively or deal with mathematical principles that influence the code and models used in data science.
The issue is not just the actual multiplication but the fastest method to perform the multiplication. The speeding up of matrix multiplication calculations has a high impact because matrix multiplication is a part of many applications – especially in deep learning and image processing.
This 30 minutes video features my interview about the upcoming course “Intuitive Machine Learning”, based on my new book with the same title. Hosted by… Read More »Video: Introduction to Machine Learning
Machine learning algorithms are based on correlation – they do not specify cause and effect relations. Increasingly, Hence, Causality (cause and effect relations) is an… Read More »Understanding the Value of Bayesian Networks
Machine learning and deep learning have become standard tools in a data scientist’s toolbox, applied to generate insights into large amounts of data. But organizations… Read More »DSC Podcast Series – Why and How to Partner Machine Learning with Math Optimization.mp4
DSC Podcast Series – Navigating Decision Trade offs – Scratching the Surface with Math Optimization.mp4
As business decisions are becoming more and more complicated, Decision Analytics are becoming increasingly important and a way analytics teams can differentiate themselves from the… Read More »DSC Podcast Series – Navigating Decision Trade offs – Scratching the Surface with Math Optimization.mp4
While nowadays everyone talk about machine learning, data science and AI, few are mentioning statistical science. Its association, The American Statistical Association, founded in 1839,… Read More »New $1 Million Biennial Prize to Revitalize Statistics
I saw a nice representation of distance metrics. This topic is not easy to explain. This representation provides a good overview (link below to download… Read More »Understanding Distance Metrics and Their Significance