bitisony / p3ml.github.io

P3ML Material on GitHub

Projekt P3ML

Projektgekoppelter, Potentialorientierter und Praxisintegrierter Erwerb von ML Engineering Wissen

• http://www.b-it-center.de/b-it-programmes/teaching-material/p3ml/
• P3ML-ML-Engineering-Knowledge at researchgate.net

Accompanying Notebooks for the "NumPy / SciPy Recipes for Data Science" Series:

Via nbviewer or github or mybinder or here:

• Ordinary Least Squares Optimization

• Non-Linear Least Squares Optimization

• Regularized Least Squares Optimization

• Kernel Least Squares Optimization

• Expectation Maximization for Gaussian Mixture Models

• EM-Algorithm for GMMs - Detailed Visualization and Playground (or executable at mybinder)

• Minimum Enclosing Ball

• Training Neural Networks Without Backpropagation

Notebooks about "Latent Dirichlet Allocation":

Via nbviewer or github or here:

• LDA on "Returns" An application of LDA on a minimal corpus containing just five sentences.

• LDA Spike - Configuration Configure your working folder and potential proxies here!

• LDA Spike 0 - Corpus Creation

• LDA Spike 1 - Cleaning

• LDA Spike 2 - Counting

• LDA Spike 3 - Latent Dirichlet Allocation

• LDA Spike 4 - Topic Visualization

Notebooks about "AI Language Technology":

Via nbviewer or github or here:

• Word Embeddings - A Numeric Building Block of Natural Language Processing
• Basic Usage of English Wordnet
• Word-Sense Disambiguration for English - methods
• Word-Sense Disambiguration for English - Experiments
• Preprocessing for constructing Russian nballs
• Constructing Russian nballs
• Preprocessing for Arabic Word-Embeddings
• Utility functions for Arabic Word-Embeddings
• Preprocessing for Arabic Text File
• Creating tree structures of hypernym relations of Arabic
• Constructing Chinese nballs
• Hindi Data Generation
• Hindi Data Precessing
• Hindi nball experiment 1
• Hindi nball experiment 2

More to come...