Lea Reinhart in a reflective pose at the window

Publications

Publications & Articles

Alongside my work inside companies, I write regularly for specialist media.

An overview of what I’ve published so far, from deep technical walkthroughs to strategic and ethical guidance. All pieces are published in German.

Published
6 articles · 1 book chapter
Outlets
heise+ · Rheinwerk Verlag
Topics
Ethics · Deep Learning · Reinforcement Learning · Data Science

Book Chapters

In print

Rheinwerk Verlag · Co-author, chapter 7

RW.K7 Reinforcement Learning

Künstliche Intelligenz verstehen – Eine spielerische Einführung

Chapter 7 of this book is entirely about reinforcement learning. I explain the foundations of Q-learning, and how systems learn on their own by interacting with their environment, in a way that stays both playful and clear. Published in German.

View the book

Articles

On heise+

6 pieces · from ethics to deep learning · in German

H.01 AI Ethics

Ethische KI: Ein Leitfaden für verantwortungsvolle KI-Entwicklung

How do we build AI systems that hold up ethically as well as technically? A practical guide to developing artificial intelligence responsibly, and in a way that lasts.

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H.02 PyTorch

PyTorch: Eigene Bildgenerierungs-KI mit Python bauen

A step-by-step walkthrough: setting up and training your own generative image model in Python with PyTorch.

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H.03 Explainable AI

LIME: Intransparente KI-Entscheidungen verständlich erklären

The decisions a model makes are often hard for people to follow. This piece shows how LIME (Local Interpretable Model-agnostic Explanations) breaks those decisions into something you can actually inspect.

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H.04 Reinforcement Learning

Q-Learning mit Python: Reinforcement Learning für Einsteiger

A hands-on introduction to machine learning through reward and punishment, showing beginners how to implement a Q-learning algorithm in Python.

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H.05 Data Science

Data Science für Einsteiger: Mit einem Datensatz Vorhersagen treffen

A beginner-level entry into data analysis: using structured datasets to build a first predictive model and to read the patterns it finds.

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H.06 Neural Networks

KI in Python: Mit neuronalen Netzen ein selbstlernendes System entwickeln

How do neural networks actually work? I build a basic self-learning system from the ground up and walk through the mathematical and logical principles underneath it.

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Working together

Want to go deeper?

An article, a talk, a workshop: tell me what you’re working on and let’s talk it through.