mackelab

Results 9 repositories owned by mackelab

delfi

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Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead

autohmm

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Hidden Markov Models (HMMs) with tied states and autoregressive observations

CorBinian

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CorBinian: A toolbox for modelling and simulating high-dimensional binary and count-data with correlations

machine-learning-I

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Slides and lecture notes for the course 'machine learning I' taught at the Graduate School Neural Information Processing in Tuebingen.

gatsbi

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GATSBI: Generative Adversarial Training for Simulation-Based Inference

mnle-for-ddms

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Research code for Mixed Neural Likelihood Estimation (MNLE, Boelts et al. 2022)

neural_timeseries_diffusion

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This repository contains research code for the preprint "Generating realistic neurophysiological time series with denoising diffusion probabilistic models".

poisson-gpfa

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Gaussian process factor analysis with Poisson observations

simformer

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Combination of transformers and diffusion models for flexible all-in-one simulation-based inference