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ROC vs. TOC

ROC vs. TOC

Two ways to visually analyze a binary classifier.Recently, while writing an article on how to optimally configure a binary classifier involving, among other factors, ROC analysis, I came across a promising alternative known as TOC analysis. In this post, I will...

Die optimale KI-Konfiguration ist eine Frage der Perspektive

Die optimale KI-Konfiguration ist eine Frage der Perspektive

Strategische und menschliche Faktoren lassen sich nicht in Formeln fassen.Will man Künstliche Intelligenz (KI) bzw. Machine Learning (ML) in einem Unternehmen operationalisieren, dann ist die Mathematik der einfache Teil. Sie ist einfach, weil objektiv entscheidbar...

How to operate an AI optimally is a matter of perspective

How to operate an AI optimally is a matter of perspective

Strategic and human factors are beyond formulas. When you bring AI to businesses, math is the simple part. It is simple because it is objectively decidable using universally accepted standards. But a lot of important decisions do not fall into this category. When such...

High-School Math for Machines: Differentiable Code

High-School Math for Machines: Differentiable Code

The conceptual framework behind gradient descent, backpropagation, and Software 2.0. Differentiable code makes the Machine Learning world go round. PyTorch, TensorFlow, and any other modern Machine Learning framework all rely on it when it comes to the actual...

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