Lecture - Distributions and sampling, Markov Chain Monte Carlo

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture - Least Squares and Maximum Likelihood Fitting

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture - Error Propagation, COWs and sWeights

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture - Parametrization and unfolding

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Lecture

• Michael Schmelling (Max Planck Society (DE))

Exercises

• Jan Peter Wagner (Technische Universitaet Dortmund (DE))

Machine Learning (loss, ROC). Automatic differentiation

Exercises

Decision trees, AdaBoost, Gradient Boosting

Exercises

Neural Network

Exercises

Normalizing flows | Transformers

Exercises

**date to be decided** Written Exam (in person, in different locations) - Pen and paper - Time: 1:30h - 5-6 Problems - ChatGPT is not allowed