Peter Bloem

former. Simple transformer implementation from scratch in pytorch. (archival, latest version on codeberg)

language-models. Keras implementations of three language models: character-level RNN, word-level RNN and Sentence VAE (Bowman, Vilnis et al 2016).

pca-book. Source files for a book on Principal component analysis

pixel-models. Pytorch implementations of the PixelCNN (va Oord et al. 2016) and PixelVAE (Gulrajani et al. 2016) models

kgbench-data. A set of benchmark repositories for node classification on knowledge graphs. To use, see https://github.com/pbloem/kgbench-loader

blog. Example code to accompany blog posts

up. outdated, use https://codeberg.org/pbm/up

motive. A proof-of-concept library for motif analysis using MDL techniques.

attn-book. Work in progress. Book on attention and embeddings.

Lilian. Machine Learning Toolkit

peterbloem.nl. Repository for personal website

machine-learning. Worksheets, sample code and homework for the course Machine Learning at the VU University Amsterdam.

kgbench-loader. Dataset loader for the kgbench repository.

Lilian-experimental. Any research work in progress

fusion. Example code for diffusion models.

oblique. Oblique strategy cards for academia.

ifsem. Proof-of-concept implementation of the IFS-EM algorithm.

voynich-experiments. Python

gated-rgcn. Proof-of-concept gated RGCN.

score. Jupyter Notebook

Publications. Anything scientific I'm writing, whether intended for publication or not.

orca. A JAVA port of the ORCA algorithm by Tomaz Hocevar

motive-cls. Motif classificastion experiment

Misc. Miscellaneous projects

krraftwerk. Python

neural_networks_solomonoff_induction. Learning Universal Predictors

StyleGAN.pytorch. A PyTorch implementation for StyleGAN with full features.

externalsortinginjava. External-Memory Sorting in Java

leitner. Proof of concept flash card system

dyna. Dynamic knowledge graph embeddings

cleartxt. A simple website (cleartxt.info) designed to quickly inform website owners about the problem of cleartext passwords.

embed. Implementation of basic KG embedding methods. Meant both as an example implementation and as a testbed for simple improvements.

gestalt.ink. Website for stuff.