p3ml.github.io
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
- Expectation Maximization for Gaussian Mixture Models
-
EM-Algorithm for GMMs - Detailed Visualization and Playground (or executable at mybinder)
- 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
Some Comments on Our Notebooks
We gave some impulses for the panel The Open Science Publishing Flood and Collaborative Authoring at the Twenty-First International Conference on Grey Literature “Open Science Encompasses New Forms of Grey Literature”: Grey Literature as Result of the P3ML Project (Some Contribution to the Flood and Means to Navigate it).