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New Book: Intuitive Machine Learning and Explainable AI

Intuitive Machine Learning with focus on explainable AI, human-friendly intelligence, powerful visualizations and applications. By Vincent Granville Ph.D, published in September 2022. PDF format, 156 pages. Version 1.0 with Python code. The book is available here. For my upcoming course based on this book, see here. This book covers the foundations of machine learning, with modern […]

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Data Sets Explainable AI Featured Posts ML with Excel

Advanced Machine Learning with Basic Excel

Entitled “Advanced Machine Learning with Basic Excel”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. I discuss ensemble methods combining many mini decision trees, blended with regression, explained in simple English with both Excel and Python implementations. Case study: natural language processing (NLP) problem. Ideal reading for professionals who […]

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Data Sets Featured Posts Machine Learning Time Series Visualization

The Sound that Data Makes

It is common these days to read stories about the sound of black holes, deep space or the abyss. But what if you could turn your data into music? There are a few reasons one might want to do this. First, it adds extra dimensions, in top of those displayed in a scatter plot or […]

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Data Sets Featured Posts Machine Learning Podcasts Statistical Science Synthetic Data

Synthetic Data in Machine Learning: What, Why, How?

In this episode, Nicolai Baldin (CEO) and Simon Swan (Machine Learning Lead) of Synthesized are welcoming the founder of Data Science Central and MLTechniques.com Vincent Granville to discuss synthetic data generation, share secrets about Machine Learning on synthetic data, key challenges with synthetic data, and using generative models to solve issues related to fairness and […]

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Data Sets Featured Posts Machine Learning Visualization

The Art of Visualizing High Dimensional Data

Entitled “The Art of Visualizing High Dimensional Data”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. This article discusses enriched visualizations, with a focus on animated gifs and videos built in Python. For instance, the comet video displayed below can feature several dimensions that are difficult to show in […]

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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

Entitled “Little Known Secrets about Interpretable Machine Learning on Synthetic Data”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. 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, […]

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