ML with Excel

Data Sets Explainable AI Featured Posts Machine Learning ML with Excel Statistical Science Synthetic Data

Little Known Secrets about Interpretable Machine Learning on Synthetic Data

This first article in a new series on synthetic data and explainable AI, focuses on making linear regression more meaningful and controllable. Includes synthetic data, advanced machine learning with Excel, combinatorial feature selection, parametric bootstrap, cross-validation, and alternatives to R-squared to measure model performance. The full technical article (PDF, 13 pages, with detailed explanations and […]

Read More
Books Machine Learning ML with Excel Visualization

Upcoming Books and Articles on

The future of machine learning and artificial intelligence. Here I share my roadmap for the next 12 months. While I am also looking for external contributors and authors to add more variety, my focus — as far as my technical content is concerned — is to complete the following projects and publish the material on this platform. All my blog posts will be available to everyone.

Read More
Explainable AI Machine Learning ML with Excel Synthetic Data Visualization

Computer Vision: Shape Classification via Explainable AI

Update: The technical report on this topic is now available in the Resources section, here. Look for the title “Classification of Shapes via Explainable AI” under Free Books and Articles. A central problem in computer vision is to compare shapes and assess how similar they are. This is used for instance in text recognition. Modern […]

Read More
Books Explainable AI Featured Posts Machine Learning ML with Excel Statistical Science Stochastic Systems Synthetic Data Visualization

New Book: Stochastic Processes and Simulations

Introduction This scratch course on stochastic processes covers significantly more material than usually found in traditional books or classes. The approach is original: I introduce a new yet intuitive type of random structure called perturbed lattice or Poisson-binomial process, as the gateway to all the stochastic processes. Such models have started to gain considerable momentum […]

Read More
ML with Excel Statistical Science

Advanced Machine Learning with Basic Excel – Part 1

It is amazing what you can do with a simple tool such as Excel. In this series, I share some of my spreadsheets. They cover many topics, including multiple types of regression, model-free confidence intervals, resampling, an original technique known as hidden decision trees, scatter plots with multiple groups, advanced visualization techniques, and more. No […]

Read More