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