
New Interpolation Methods for Data Synthetization and Prediction
- Vincent Granville
- January 14, 2023
Entitled “New Interpolation Methods for Synthetization and Prediction”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. This article is an extract from my book “Synthetic Data and Generative AI”, available here. I describe little-known original interpolation methods with applications to real-life datasets. These simple techniques are easy to implement and can […]
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Synthetizing the Insurance Dataset Using Copulas: Towards Better Synthetization
- Vincent Granville
- December 17, 2022
This article is an extract from my book “Synthetic Data and Generative AI”, available here. In the context of synthetic data generation, I’ve been asked a few times to provide a case study focusing on real-life tabular data used in the finance or health industry. Here we go: this article fills this gap. The purpose is […]
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Military-grade Fast Random Number Generator Based on Quadratic Irrationals
- Vincent Granville
- December 13, 2022
This article is an extract from my book “Synthetic Data and Generative AI”, available here. There are very few serious articles in the literature dealing with digits of irrational numbers to build a pseudo-random number generator (PRNG). It seems that this idea was abandoned long ago due to the computational complexity and the misconception that such […]
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Spectacular Videos: Synthetic Universes, with Star Collision Graph
- Vincent Granville
- November 19, 2022
Entitled “Spectacular Videos: Synthetic Universes, with Star Collision Graph”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. Also discussed in details with Python code in my book “Synthetic Data”, available here. This project started as an attempt to generate simulations for the three-body problem in astronomy: studying the orbits of three […]
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New Book: Intuitive Machine Learning and Explainable AI
- Vincent Granville
- September 23, 2022
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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Advanced Machine Learning with Basic Excel: Simple Alternative to XGBoost
- Vincent Granville
- September 11, 2022
Entitled “Advanced Machine Learning with Basic Excel”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. Also discussed in details with Python code in chapter 2 in my book “Intuitive Machine Learning and Explainable AI”, available here. I discuss ensemble methods combining many mini decision trees, blended with regression, explained in […]
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The Sound that Data Makes
- Vincent Granville
- August 29, 2022
Featured in chapter 11 in my book “Intuitive Machine Learning and Explainable AI”, available here. 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, […]
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Synthetic Data in Machine Learning: What, Why, How?
- Vincent Granville
- July 24, 2022
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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The Art of Visualizing High Dimensional Data
- Vincent Granville
- June 9, 2022
Entitled “The Art of Visualizing High Dimensional Data”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. Also discussed in details with Python code in chapter 4 in my book “Intuitive Machine Learning and Explainable AI”, available here. This article discusses enriched visualizations, with a focus on animated gifs and videos […]
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Little Known Secrets about Interpretable Machine Learning on Synthetic Data
- Vincent Granville
- May 7, 2022
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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