Explainable AI

Career Courses Explainable AI Featured Posts Machine Learning

High-value AI and Machine Learning Certifications Under $50

If you thought certifications and training for advanced AI/Machine Learning specializations was out of reach due to the steep price, prerequisites and time commitment, read on. MLtechniques.com now offers two paths to certification: Automatic qualification for busy professionals with 2+ years of relevant industry experience and fluent in analyzing data. Read more here to see […]

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Real-world data KITTI vs synthetic data Parallel Domain
Computer Vision Explainable AI Featured Posts Machine Learning Synthetic Data

Autonomous Driving: Boosting Optical Flow with Synthetic Data

Optical flow is defined as the task of estimating per-pixel motion between video frames. Optical flow models take two sequential frames as input and return as output a flow vector that predicts where each pixel in the first frame will be in the second frame. Optical flow is an important task for autonomous driving, but […]

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Courses Data Sets Deep Learning Explainable AI Featured Posts

Massively Speed-Up your Learning Algorithm, with Stochastic Thinning

Dramatically Speed-Up your Learning Algorithm, with Stochastic Thinning. Includes use case, Python code, regression and neural network illustrations.

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Books Data Sets Deep Learning Explainable AI Featured Posts Machine Learning Synthetic Data

Data Synthetization: enhanced GANs vs Copulas

Using case studies, I compare generative adversarial networks (GANs) with copulas to synthesize tabular data. I discuss back-end and front-end improvements to help GANs better replicate the correlation structure present in the real data. Likewise, I discuss methods to further improve copulas, including transforms, the use of separate copulas for each population segment, and parametric […]

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Books Explainable AI Featured Posts Machine Learning Synthetic Data

Data Synthetization Explained in One Picture

The diagram is organized as follows. Dashed blue lines are associated to GANs (generative adversarial networks), where the goal is to produce a sequence of synthetic datasets that get better and better at mimicking the structure present in the real data, over successive iterations. The diagram features 5 such iterations, with the synthetized datasets denoted […]

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Books Courses Explainable AI Featured Posts Machine Learning Statistical Science Stochastic Systems Time Series

Random Walks, Brownian Motions, and Related Stochastic Processes

Entitled “Random Walks, Brownian Motions, and Related Stochastic Processes”, the full version in PDF format is accessible in the “Free Books and Articles” section, here. This article is an extract from my book “Gentle Introduction to Chaotic Dynamical Systems”, available here. In about 15 pages, this scratch course covers a lot more material than expected in such […]

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Books Data Sets Explainable AI Featured Posts Machine Learning Synthetic Data Visualization

New Book on Synthetic Data: Version 3.0 Just Released

Update on March 3, 2023: Version 4.0 has been released and now replaces version 3.0 on the e-Store. It contains a new full chapter on enhanced generative adversarial networks (GANs) with comparison to copula-based methods for data synthetization, with illustrations on real-life datasets. The book has considerably grown since version 1.0. It started with synthetic […]

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Explainable AI Featured Posts Machine Learning Synthetic Data Visualization

Empirical Optimization with Divergent Fixed Point Algorithm – When All Else Fails

Entitled “Empirical Optimization with Divergent Fixed Point Algorithm – When All Else Fails”, 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. While the technique discussed here is a last resort solution when all else fails, it is […]

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Explainable AI Featured Posts Podcasts Synthetic Data

Podcast: Synthetic Data and Generative AI – Importance, Misconceptions and Applications

Fireside chat: Synthetic data – importance, misconceptions and applications In this video, Vincent talks about how synthetic data can be leveraged across various industries to enhance predictions and test blackbox systems leading to more fairness and transparency in AI. Hosted by Victor Chima, co-founder at Learncrunch.com. Topics discussed include: To learn more about synthetic data […]

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Courses Explainable AI Featured Posts Machine Learning Synthetic Data Visualization

Course: Synthetic Data and Interpretable Machine Learning

This live course is based on my book “Synthetic Data”, available here. Participants will receive a free copy of this book. The information below provides a brief overview of the course. To be notified about our next live classes, sign-up to our newsletter. Currently, the course is offered via our certification program, described here.  Course Description […]

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