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Wiki of the Machine Learning Group at TU Berlin

Our website contains broad information about our group, including our course offerings for the winter term 2023/2024 and future semesters.

Members of the Machine Learning Group can find further information in the internal Wiki.

Course Offerings From Previous Semesters

Courses in the Summer Term 2023

• Integrated Lecture Machine Learning 2

• Python Programming for Machine Learning

• Julia Programming for Machine Learning

• Deep Learning 2

• Lab Course Machine Learning

• Integrated Lecture Cognitive Algorithms

• Seminar Cognitive Algorithms

• Mathematical Foundations for Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Hot Topics in Machine Learning

• Seminar Machine Learning for Quantum Chemistry

• Seminar Machine Learning and Data Management Systems

• Seminar Explainable Machine Learning

• Seminar Generative Models

• Probabilistic Modeling and Inference

Courses in the Winter Term 2022/2023

• Integrated Lecture Machine Learning 1

• Integrated Lecture Cognitive Algorithms

• Deep Learning 1

• Project Machine Learning

• Python Programming for Machine Learning

• Mathematical Foundations for Machine Learning

• Seminar Classical Topics in Machine Learning

• Seminar Cognitive Algorithms

• Geometric Deep Learning Reading Group

• Seminar Machine Learning for Quantum Chemistry

• Seminar Machine Learning for Data Management Systems

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2022

• Integrated Lecture Machine Learning 2

• Python Programming for Machine Learning

• Machine Learning in Science and Industry

• Lab Course Machine Learning

• Integrated Lecture Cognitive Algorithms

• Seminar Cognitive Algorithms

• Mathematical Foundations for Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Hot Topics in Machine Learning

• Seminar Machine Learning for Quantum Chemistry

• Seminar Machine Learning for Data Management Systems

Courses in the Winter Term 2021/2022

• Integrated Lecture Machine Learning 1

• Integrated Lecture Cognitive Algorithms

• Project Machine Learning

• Python Programming for Machine Learning

• Machine Learning in Science and Industry

• Seminar Classical Topics in Machine Learning

• Seminar Machine Learning for Quantum Chemistry

• Seminar Machine Learning for Data Management Systems

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2021

• Integrated Lecture Machine Learning 2

• Integrated Lecture Cognitive Algorithms

• Python Programming for Machine Learning

• Seminar Hot Topics in Machine Learning

• Joint Seminar on Machine Learning and Data Management Systems

• Joint Seminar on Machine Learning for Quantum Chemistry

• Lecture Series on Machine Learning in Applications

• Lab Course Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Workshop on Machine Learning and Digital Humanities

Courses in the Winter Term 2020/2021

• Integrated Lecture Machine Learning 1

• Integrated Lecture Cognitive Algorithms

• Project Machine Learning

• Python Programming for Machine Learning

• Mathematical Foundations for Machine Learning

• Seminar Classical Topics in Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2020

• Integrated Lecture Machine Learning II

• Integrated Lecture Cognitive Algorithms

• Seminar Cognitive Algorithms

• Python Programming for Machine Learning

• Bayesian Analysis with Python

• Lab Course Machine Learning

• Seminar Hot topics in Machine Learning

• Seminar Machine Learning and Data Management Systems

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Winter Term 2019/2020

• Workshop on Machine Learning for Digital Humanities

• Integrated Lecture Machine Learning I

• Project Machine Learning

• Mathematical Foundations for Machine Learning

• Integrated Lecture Cognitive Algorithms

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Python Programming for Machine Learning

• Bayesian Analysis with Python

• Seminar Classical Topics in ML

• Seminar Big Data

• Seminar Cognitive Algorithms

• Seminar Machine Learning and Data Management Systems

Courses in the Summer Term 2019

• Integrated Lecture Machine Learning II

• Integrated Lecture Cognitive Algorithms

• Lecture Deep Neural Networks

• Beginners Workshop Machine Learning

• Advanced Workshop Machine Learning

• Python Programming for Machine Learning

• Lab Course Machine Learning

• Lecture Machine Learning in the Sciences

• Seminar Hot topics in Machine Learning

• Seminar Machine Learning and Data Management

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Winter Term 2018/2019

• Integrated Lecture Machine Learning I

• Advanced Workshop Machine Learning

• Integrated Lecture Cognitive Algorithms

• Python Programming for Machine Learning

• Mathematical Foundations for Machine Learning

• Seminar Big Data & Scalable Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Classical Topics in ML

• Seminar Machine Learning and Data Management

• Project Machine Learning

Courses in the Summer Term 2018

• Integrated Lecture Machine Learning II

• Integrated Lecture Cognitive Algorithms

• Seminar Cognitive Algorithms

• Lecture Deep Neural Networks

• Lecture Machine Learning in the Sciences

• Kurs Python Programming for Machine Learning

• Lab Course Machine Learning and Data Analysis (Praktikum Maschinelles Lernen und Datenanalyse)

• Seminar Machine Learning in the Sciences

• Seminar Machine Learning and Data Management

• Seminar Hot topics in Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Beginners Workshop Machine Learning

Courses in the Winter Term 2017/2018

• Integrated Lecture Machine Learning I

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Python Programming for Machine Learning

• Lecture Cognitive Algorithms

• Seminar Cognitive Algorithms

• Project Machine Learning (Projekt Maschinelles Lernen)

• Seminar Neural Networks

• Seminar Classical Topics in ML

• Seminar Algorithms for brain reading and writing

• Seminar Machine Learning and Data Management

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2017

• Integrated Lecture Machine Learning II

• Integrated Lecture Cognitive Algorithms

• Seminar Cognitive Algorithms

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Kurs Python Programming for Machine Learning

• Lab Course Machine Learning and Data Analysis (Praktikum Maschinelles Lernen und Datenanalyse)

• Seminar Neural Networks

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Machine Learning and Data Management

• Seminar Hot topics in Machine Learning

Courses in the Winter Term 2016/2017

• Integrated Lecture Machine Learning I

• Vorlesung Kognitive Algorithmen

• Project Machine Learning (Projekt Maschinelles Lernen)

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Python Programming for Machine Learning

• Seminar Classical Topics in Machine Learning

• Seminar Neural Networks

• Seminar Machine Learning and Data Management

• Seminar Cognitive Algorithms

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2016

• Integrated Lecture Machine Learning II

• Lecture Cognitive Algorithms

• Lab Course Machine Learning and Data Analysis (Praktikum Maschinelles Lernen und Datenanalyse)

• Seminar Cognitive Algorithms

• Seminar Hot Topics

• Seminar Neural Networks

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Kurs Python Programming for Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Machine Learning and Data Management

Courses in the Winter Term 2015/2016

• Integrated Lecture Machine Learning I

• Vorlesung Kognitive Algorithmen

• Vorlesung Bayesian Learning

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Kurs Python Programming for Machine Learning

• Seminar Classical Topics in Machine Learning

• Seminar Neural Networks

• Seminar Algorithms for brain reading and writing

• Seminar Machine Learning and Data Management

• Seminar Anwendungen Kognitiver Algorithmen

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2015

• Integrated Lecture Machine Learning II

• VL Big Data: Skalierbares Maschinelles Lernen

• Vorlesung Kognitive Algorithmen

• Lab Course Machine Learning and Data Analysis (Praktikum Maschinelles Lernen und Datenanalyse)

• Seminar Anwendungen Kognitiver Algorithmen

• Seminar Hot Topics

• Seminar Neural Networks

• Seminar Machine Learning and Data Management

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Kurs Python Programming for Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Winter Term 2014/2015

• Integrated Lecture Machine Learning I

• Project Machine Learning

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Kurs Python Programming for Machine Learning

• Seminar Classical Topics in Machine Learning

• Vorlesung Kognitive Algorithmen

• Seminar Anwendungen Kognitiver Algorithmen

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Big Data

• Big Data Course

Courses in the Summer Term 2014

• Integrated Lecture Machine Learning II

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Seminar Hot Topics in Machine Learning

• Vorlesung Kognitive Algorithmen

• Kurs Python Programming for Machine Learning

• Lab Course Machine Learning and Data Analysis (Praktikum Maschinelles Lernen und Datenanalyse)

• Seminar Anwendungen Kognitiver Algorithmen

• Seminar Machine Learning for Biomedical Engineering

• Seminar Machine Learning and Data Management Systems

Courses in the Winter Term 2013/2014

• Integrated Lecture Machine Learning I

• Project Machine Learning

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Kurs Python Programming for Machine Learning

• Seminar Classical Topics in Machine Learning

• Seminar Neural Networks

• Vorlesung Kognitive Algorithmen

• Seminar Anwendungen Kognitiver Algorithmen

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2013

• Integrated Lecture Machine Learning II

• Seminar: Learning Theory

• Seminar: Hot Topics in Machine Learning

• Lab Course Machine Learning and Data Analysis (Praktikum Maschinelles Lernen und Datenanalyse)

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Python Programming for Machine Learning

• Vorlesung Kognitive Algorithmen

• Seminar Anwendungen Kognitiver Algorithmen

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Winter Term 2012/2013

• Integrated Lecture Machine Learning I

• Project Machine Learning

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Seminar Classical Topics in Machine Learning

• Seminar Kausalanalyse

• Reading Seminar on Algebraic Geometry and Singular Learning Theory

• Reading Group "Maschinelles Lernen"

• Vorlesung Kognitive Algorithmen

• Seminar Anwendungen Kognitiver Algorithmen

• Diplomanden/Doktorandenseminar Maschinelles Lernen

Courses in the Summer Term 2012

• Vorlesung Maschinelles Lernen: Theorie und Anwendung

• Seminar: Hot Topics in Machine Learning

• Praktikum Maschinelles Lernen und Datenanalyse

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Vorlesung Kognitive Algorithmen

• Seminar Anwendungen Kognitiver Algorithmen

• Seminar Singular Learning Theory

Courses in the Winter Term 2011/2012

• Kurs Mathematische Grundlagen für Maschinelles Lernen

• Kurs Matlab Programmierung für Maschinelles Lernen und Datenanalyse

• Vorlesung Maschinelles Lernen I

• Projekt Biomedizinische Datenanalyse

• Seminar Classical Topics in Machine Learning

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Project Machine Learning

Courses in the Summer Term 2011

• Matlab Programmierung für Machine Learning und Datenanalyse

• Seminar: Hot Topics in Machine Learning

• Praktikum Maschinelles Lernen und Datenanalyse

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Integrated lecture and tutorials: Acquisition and Analysis of Neuronal Data

• Vorlesung Maschinelles Lernen: Theorie und Anwendung

• Seminar Topics in Brain-Computer-Interfacing

Courses in the Winter Term 2010/2011

• Seminar: Kernels for Structured Data

• Vorlesung Maschinelles Lernen I

• Matlab Programmierung für Machine Learning und Datenanalyse

• Projekt Biomedizinische Datenanalyse

• Diplomanden/Doktorandenseminar Maschinelles Lernen

• Seminar Topics in Brain-Computer-Interfacing

• Seminar Classical Topics in Machine Learning

Courses in the Summer Term 2010

• Vorlesung Maschinelles Lernen: Theorie und Anwendung

• Integrated lecture and tutorials: Acquisition and Analysis of Neuronal Data

• Seminar: Maschinelles Lernen in der IT-Sicherheit

• Seminar: Hot Topics in Machine Learning

• Matlab Programmierung für Machine Learning und Datenanalyse

• Praktikum Maschinelles Lernen und Datenanalyse

Courses in the Winter Term 2009/2010

• Vorlesung Einführung in Maschinelles Lernen

• Diplomanden- und Doktorandenseminar Maschinelles Lernen

• Block-Seminar Dimensionsreduktion

• Block-Seminar Machine Learning for Computer Vision

• Block-Seminar Brain-Computer-Interfacing

• Matlab Programmierung für Machine Learning und Datenanalyse

• Block-Seminar "Representations in Machine Learning"

• Projekt Biomedizinische Datenanalyse

Courses in the Summer Term 2009

• Vorlesung Maschinelles Lernen: Theorie und Anwendung

• Seminar "Machine Learning for Intelligent Robots"

• Einführung in die computergestützte Datenanalyse mit Matlab

• Praktikum Maschinelles Lernen und Datenanalyse

• Vorlesung "Graphische Modelle"

• Integrated lecture and tutorials: Acquisition and Analysis of Neuronal Data

Courses in the Winter Term 2008/2009

• Seminar "Lernen unter nichtstationären Verteilungen"

• Machine Learning 1

• Introduction to Matlab Programming for Data Analysis

• Seminar "Feature Selection"

• Seminar "Feature Selection und Semi-Supervised Learning"

Courses in the Summer Term 2008

• Machine Learning: Theory and Applications

• Seminar "Causality"

• Doktorandenseminar

• Introduction to Matlab Programming for Data Analysis

• Praktikum Maschinelles Lernen und Datenanalyse

• Integrated lecture and tutorials: Acquisition and Analysis of Neuronal Data

Courses in the Winter Term 2007/2008

• Introduction to Matlab Programming for Data Analysis

• Machine Learning Project

• Maschinelles Lernen I

• Seminar "Learning on Structured Data"

• Seminar "Regression & Optimization methods in Robotics"

• Doktorandenseminar

Courses in the Summer Term 2007

• Lecture Machine Learning: Theory and Applications

• Praktikum Maschinelles Lernen und Datenanalyse

• Seminar Dimension Reduction

• Seminar Bayesian Methods

• Integrated lecture and tutorials: Acquisition and Analysis of Neuronal Data