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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.hipsternet
All the hipster things in Neural Net in a single repocontrolled-text-generation
Reproducing Hu, et. al., ICML 2017's "Toward Controlled Generation of Text"probabilistic-models
Collection of probabilistic models and inference algorithmsnatural-gradients
Collection of algorithms for approximating Fisher Information Matrix for Natural Gradient (and second order method in general)last_layer_laplace
Last-layer Laplace approximation code examplescnn-levelset
Source code for Kristiadi and Pranowo, 2017's "Deep Convolutional Level Set Method for Image Segmentation"pub-ready-plots
Agustinus' very opiniated publication-ready plotting librarylula
Companion code for the paper "Learnable Uncertainty under Laplace Approximations" (UAI 2021).compound-density-networks
Implementation of: Kristiadi, Agustinus, and Asja Fischer. "Predictive Uncertainty Quantification with Compound Density Networks." (2019).lapeft-bayesopt
Discrete Bayesian optimization with LLMs, PEFT finetuning methods, and the Laplace approximation.cuda-pso
Comparison between CUDA and CPU for PSO using 3-dimensional Levy function as test casebayesian_ood_training
swarm-image-segmenter
Image segmentation using swarm intelligence, accelerated using GPGPU (CUDA)laplace-bayesopt
Laplace approximated BNN surrogate for BoTorchphd_thesis_template
rgpr
Companion code for the paper "An Infinite-Feature Extension for Bayesian ReLU Nets That Fixes Their Asymptotic Overconfidence" (NeurIPS 2021)two-funds-rebalancer
Given your current portfolio value, desired allocation after rebalancing, and the amount of cash you have, this script will output how much of your cash should be used to buy stock/bonds (in percent). Only works for portfolios with two funds, e.g. the Couch Potato and classic two-funds 60-40 portfolios.llm-bayesopt-exps
Official experiment code for the "Sober Look at LLMs for Material Discovery" paper.bo-async-feedback
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