Agustinus Kristiadi
Agustinus Kristiadi
cnn-levelset
Source code for Kristiadi and Pranowo, 2017's "Deep Convolutional Level Set Method for Image Segmentation"
controlled-text-generation
Reproducing Hu, et. al., ICML 2017's "Toward Controlled Generation of Text"
generative-models
Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.
MCMC
Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.
natural-gradients
Collection of algorithms for approximating Fisher Information Matrix for Natural Gradient (and second order method in general)
probabilistic-models
Collection of probabilistic models and inference algorithms
compound-density-networks
Implementation of: Kristiadi, Agustinus, and Asja Fischer. "Predictive Uncertainty Quantification with Compound Density Networks." (2019).