slinderman / theano_pyglm
Generalized linear models for neural spike train modeling, in Python! With GPU-accelerated fully-Bayesian inference, MAP inference, and network priors.
☆44Updated 10 years ago
Related projects ⓘ
Alternatives and complementary repositories for theano_pyglm
- Cortex - Deep learning tools for neuroimaging☆31Updated 7 years ago
- Keras for Science☆72Updated 6 years ago
- Hidden Markov Models (HMMs) with tied states and autoregressive observations☆23Updated 4 years ago
- Interpretable neural spike train models with fully-Bayesian inference algorithms☆48Updated 6 years ago
- Structured Machine Learning in Python☆45Updated last year
- ☆8Updated 8 years ago
- Fast CPU implementations of several conditional probabilistic models☆36Updated last year
- My PhD Thesis☆21Updated 8 years ago
- Dirichlet Process Mixture using PVI, SMC, Variational☆15Updated 10 years ago
- Spinal cord gray matter segmentation using deep dilated convolutions.☆45Updated 6 years ago
- Black box variational inference for state space models☆1Updated 8 years ago
- subLSTMs for pytorch from Cortical microcircuits as gated-recurrent neural networks☆16Updated 7 years ago
- An ongoing collection of ipython notebooks on neuroscience from xcorr: computational neuroscience.☆77Updated 2 years ago
- A collection of IPython notebooks from a graduate-level statistics course run by Tom Wallis and Philipp Berens☆26Updated 9 years ago
- A quickstart guide to tensor decomposition☆69Updated 2 years ago
- Train excitatory-inhibitory recurrent neural networks for cognitive tasks.☆48Updated 8 years ago
- 🕝 Time-warped principal components analysis (twPCA)☆124Updated 3 years ago
- Bayesian mixed-effects modeling of fMRI data in Python☆39Updated 3 years ago
- This code accompanies the proximity variational inference paper.☆18Updated 5 years ago
- Data and example scripts used in the paper `Inferring hidden structure in multilayered neural circuits`☆14Updated 3 years ago
- Dimensionality reduction of spikes trains☆48Updated 3 years ago
- Information Theoretic Tools for Python☆90Updated 5 years ago
- Columbia Advanced Machine Learning Seminar☆24Updated 6 years ago
- A Spiking Multi-Layer Perceptron☆34Updated 7 years ago
- Discriminant Projection Forest results, datasets, etc.☆44Updated 4 years ago
- Library of common tools for machine learning research.☆40Updated 7 years ago
- ☆41Updated 9 years ago
- Several maximum likelihood ICA algorithms, including Picard☆22Updated 7 years ago