bayesian-optimisation

There are 1 repository under bayesian-optimisation topic.

SMAC3
automl / SMAC3
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
bayesian-optimization bayesian-optimisation hyperparameter-optimization hyperparameter-tuning hyperparameter-search configuration algorithm-configuration automl automated-machine-learning random-forest gaussian-process
Language:Python 1202
jajcayn / pygpso
Gaussian-Processes Surrogate Optimisation in python
bayesian-optimisation brainweb gaussian-processes gaussian-processes-surrogate gpflow neuroscience neuroscience-methods optimisation partition-tree python3 scale-biophysical-models space-partition-tree
Language:Python 19
eugene / prot-bo-0
:pill: Guiding directed protein evolution with Bayesian Optimization - First Steps :pill:
bayesian-optimisation gaussian-processes protein-sequences variational-autoencoder
Language:Python 16
bayesopt-tutorial-r
bearloga / bayesopt-tutorial-r
Tutorial on Bayesian optimization in R
bayesian-optimisation bayesian-optimization derivative-free optimisation optimization r r-language
Language:R 15
mikediessner / nubo
NUBO is a Bayesian optimisation framework for the optimisation of expensive-to-evaluate black-box functions developed by the Fluid Dynamics Lab at Newcastle University.
bayesian-optimisation machine-learning black-box-optimisation derivative-free-optimisation optimisation-algorithms gaussian-processes
Language:Python 11
lantonov / Optimisation
Implementation of ROCK* algorithm (Gaussian kernel regression + natural gradient descent) for optimisation
bayesian-optimisation chess chess-engine differential-evolution dynamic-opposition parameters-vector rockstar-algorithm
Language:Python 8
ghanrabban / MATLAB-Bayesian-Optimized-Neural-Network-for-Laser-Amplifier
MATLAB code of Bayesian Optimized Neural Network (BONN) for Gain Coefficient Estimation in Optical Fiber Laser Amplifier
matlab matlab-machine-learning bayesian-optimisation bayesian-optmization laser-amplifier machine-learning matlab-code matlab-script optical-fiber
Language:MATLAB 6
clear-nus / BOIRL
Accompanying code of BO-IRL published in Neurips 2020
inverse-reinforcement-learning bayesian-optimization bayesian-optimisation reinforcement-learning
Language:Python 5
georgedeath / how-bayesian-should-BO-be
How Bayesian should Bayesian Optimisation be?
bayesian-optimization bayesian-optimisation acquisition-functions bayesopt inference variational-inference hmc
Language:Jupyter Notebook 2
JackBuck / decoupled-kg
Multi-objective Bayesian optimization with decoupled objectives using knowledge gradient and expectation over linear scalarisations
bayesian-optimisation bayesian-optimization knowledge-gradient multi-objective multi-objective-optimisation multi-objective-optimization
Language:Jupyter Notebook 1
JBris / aws-botorch-torchx-nas
Testing submission of AWS batch jobs using BoTorch (via Ax) and TorchX for neural architecture search
aws aws-batch ax bayesian-optimisation bayesian-optimization botorch gaussian-processes mnist neural-architecture-optimization neural-architecture-search ax-platform nas torchx
Language:HTML 1
mikediessner / environmental-conditions-BO
Data and code associated with paper "On the development of a practical Bayesian optimisation algorithm for expensive experiments and simulations with changing environmental conditions" currently in review.
bayesian-optimisation black-box-optimisation gaussian-process machine-learning optimisation research research-paper
Language:Python 1
MarioPasc / Coronary_Angiography_Detection
Stenosis detection in Invasive Coronariography Angiography imaging
angiography bayesian-optimisation detection stenosis yolo
Language:Python 0
natthapong2100 / demographic-linkage-active-learning
Demographic linkage identifies individuals across historical documents. Traditional manual annotation of birth/death records is costly and time consuming. This project uses Active Learning to reduce labeling costs while maintaining accuracy, with Passive Learning as benchmark. Bayesian Optimization improves performance via hyperparameter tuning.
active-learning bayesian-optimisation passive-learning record-linkage demographic-linkage
Language:Jupyter Notebook