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ML-Basics

Sheet1

Python Basics
Reading a dataset from a textfile
Nearest Neighbor Classifier
Nearest Mean Classifier

Sheet2

Numpy Implementations
Plotting and Performance
Acceleration by using Numpy
Broadcasting
Scipy
Scikit-learn
Matplotlib

Sheet3

Advanced Numpy
Scatter plot of Clusters
Matrix Applications

Sheet4

Sampling
Non-uniform Transition Probabilities
Simulation for multiple Particles
Markov-Chain