Welcome to the Wiki of the IDA Group

Here you can (will) find general information about the group. Members of the IDA Group might find interesting stuff in our internal IDA Wiki.

Open Position

• Please visit https://www.ml.tu-berlin.de/menue/open_positions/

Bachelor and Master Thesis Supervision

• Please visit the public landing page

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 for 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