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GitHub / AaltoPML 9 Repositories

We develop new methods for probabilistic modeling, Bayesian inference and machine learning.

AaltoPML/PINT

Language: Python - Size: 31.3 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 6

AaltoPML/Preference-Learning-with-a-human-like-model-of-choice

Code for Preference Learning of Latent Decision Utilities with a Human-like Model of Preferential Choice (NeurIPS 2024)

Language: Python - Size: 0 Bytes - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

AaltoPML/VAI-Lab

Modular pipeline for design assistance. PYPi Package: https://pypi.org/project/vai-lab

Language: Python - Size: 122 MB - Last synced at: 18 days ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 0

AaltoPML/Rethinking-pooling-in-GNNs

Language: Python - Size: 124 KB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 62 - Forks: 11

AaltoPML/node-BNN-covariate-shift

Repository for the paper Tackling covariate shift with node-based Bayesian neural networks (ICML 2022)

Language: Python - Size: 34.7 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 1

AaltoPML/human-in-the-loop-predictive-maintenance

Language: Python - Size: 1.75 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 8 - Forks: 1

AaltoPML/FoRDE

Repository for the paper Input-gradient space particle inference for neural network ensembles (ICLR 2024)

Language: Python - Size: 6.25 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

AaltoPML/informative_prior Fork of tycui/informative_prior

Code for "Informative Bayesian Neural Network Priors for Weak Signals"

Size: 180 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

AaltoPML/atom-team

The Artificial agent with Theory of Mind FCAI team.

Size: 711 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

AaltoPML/LFI-in-SSMs-with-UD

Code from the Likelihood-Free Inference in State-Space Models with Unknown Dynamics paper

Language: Python - Size: 169 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

AaltoPML/PPBO

Projective Preferential Bayesian Optimization

Language: Python - Size: 87.9 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 12 - Forks: 0

AaltoPML/tsgm Fork of AlexanderVNikitin/tsgm

Generative modeling of synthetic time series data

Language: Python - Size: 4.57 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

AaltoPML/BOSMOS

Code for replicating the experiments in the "Online simulator-based experimental design for cognitive model selection" paper

Language: Python - Size: 153 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

AaltoPML/spatiotemporal-graph-kernels

The official implementation of Non-separable Spatio-temporal Graph Kernels via SPDEs.

Language: Python - Size: 90.8 KB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 11 - Forks: 1

AaltoPML/ai_assistance_tutorial

Jupyter notebook tutorial for AI assistance

Language: Jupyter Notebook - Size: 1.88 MB - Last synced at: 7 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

AaltoPML/rMFBO

Repository associated with the article "Multi-Fidelity Bayesian Optimization with Unreliable Information Sources"

Language: Python - Size: 20.5 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

AaltoPML/Zero-Shot-Assistance-in-Sequential-Decision-Problems

Language: Julia - Size: 40.4 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

AaltoPML/machine-teaching-of-active-sequential-learners

Machine Teaching of Active Sequential Learners

Language: Python - Size: 9.67 MB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 9 - Forks: 2

AaltoPML/LFI-with-DGPs

Code from the Likelihood-Free Inference with Deep Gaussian Processes paper

Language: Python - Size: 9.71 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

AaltoPML/knowledge-elicitation-for-precision-medicine

Computational methods for Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge

Language: Matlab - Size: 15.6 KB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 2 - Forks: 2

AaltoPML/Federated-SGLD

Language: Jupyter Notebook - Size: 116 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 1