michaeldeistler
PhD student @mackelab, machine learning tools for neuroscience
University of TübingenTübingen
Pinned Repositories
jaxley
Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.
brian2
Brian is a free, open source simulator for spiking neural networks.
cdetools
Tools for Conditional Density Estimates
delfi
Density estimation likelihood-free inference
diffeqtorch
DifferentialEquations.jl with PyTorch
dynamax
State Space Models library in JAX
flowtorch
This library would form a permanent home for reusable components for deep probabilistic programming. The library would form and harness a community of users and contributors by focusing initially on complete infra and documentation for how to use and create components.
jax
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
jaxley
Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.
sbi
Simulation-based inference toolkit
michaeldeistler's Repositories
michaeldeistler/delfi
Density estimation likelihood-free inference
michaeldeistler/dynamax
State Space Models library in JAX
michaeldeistler/jax
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
michaeldeistler/brian2
Brian is a free, open source simulator for spiking neural networks.
michaeldeistler/cdetools
Tools for Conditional Density Estimates
michaeldeistler/diffeqtorch
DifferentialEquations.jl with PyTorch
michaeldeistler/flowtorch
This library would form a permanent home for reusable components for deep probabilistic programming. The library would form and harness a community of users and contributors by focusing initially on complete infra and documentation for how to use and create components.
michaeldeistler/jaxley
Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.
michaeldeistler/michaeldeistler
Landing page on Github account.
michaeldeistler/michaeldeistler.github.io
michaeldeistler/nflows-pr
Normalized flows for density estimation
michaeldeistler/pytorch-lightning
The lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate
michaeldeistler/sampling_methods
michaeldeistler/sbi
Simulation-based inference in PyTorch
michaeldeistler/sbibm-1
Simulation-based inference benchmark
michaeldeistler/score_sde
Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)