Search results for #bayesianoptimization
🧵I see Bayesian Optimization everywhere. But what is it?! Bayesian optimization is a sequential strategy for finding the minimum or maximum of a complex, expensive, or noisy "black-box" function. #machinelearning #bayesianoptimization
🔥 Read our Paper 📚Prediction of Maximum #Tunnel Uplift Caused by Overlying Excavation Using XGBoost Algorithm with #BayesianOptimization 🔗mdpi.com/2076-3417/13/1… 👨🔬by Haolei Zhao et al. 🏫Hefei University of Technology #Tunnelupliftprediction #overlyingexcavation
🚀 Hyperparameter Tuning Techniques: Grid Search, Random Search, Bayesian | 360DigiTMG 📝 Register Now by clicking the link below 👇 360digitmg.zoom.us/webinar/regist… #HyperparameterTuning #GridSearch #RandomSearch #BayesianOptimization #MachineLearning #AI #ModelOptimization #360DigiTMG
Bayesian optimization isn't just smarter—it's faster and more efficient. 🧠 See how it beats grid and random search when finding the best outcome with fewer resources. 🎥 Watch full video here → youtu.be/Kq6_kzlwSUQ #machinelearning #bayesianoptimization #AI
🚀 Stop wasting time with random search! Learn how Bayesian Optimization uses smart strategies like PI, EI, and UCB to find optimal solutions efficiently. 🎥 Watch the full video here: youtu.be/Kq6_kzlwSUQ #MachineLearning #AI #BayesianOptimization
Prediction of High-Speed #TrafficFlow around City Based on BO-#XGBoost Model ✏️ Xin Lu et al. 🔗 brnw.ch/21wUAio Viewed: 2603; Cited: 11 #mdpisymmetry #bayesianoptimization #BiLSTM
I'm so excited to finally share our paper, just published in Science Advances! Kudos to @kheiri_sina and all co-authors! #Microfluidics, #PatientDerivedOrganoids, and #BayesianOptimization #ML doi.org/10.1126/sciadv…
🧪 A Simple Yet Powerful Hybrid Machine Learning Approach to Aid Decision-Making in Laboratory Experiments 🤖📊 📖 Read more at: mdpi.com/2504-4990/7/3/… @ComSciMath_Mdpi #diatom #machinelearning #Bayesianoptimization
Want to find the best solution to a problem in just a few steps? Bayesian optimization does exactly that — smarter, faster, more efficient. 📺 Watch the full video here: youtu.be/Kq6_kzlwSUQ #AI #MachineLearning #BayesianOptimization
📢Welcome to read the paper "Advanced Monte Carlo for Acquisition Sampling in Bayesian Optimization", by Javier Garcia-Barcos and Ruben Martinez-Cantin 👉Find full article at: mdpi.com/1099-4300/27/1… #BayesianOptimization #GaussianProcess #MCMC
Read #HighlyAccessedArticle "Structure Learning and Hyperparameter Optimization Using an Automated Machine Learning (AutoML) Pipeline". See more details at: mdpi.com/2078-2489/14/4… #Bayesianoptimization #hyperparameteroptimization @ComSciMath_Mdpi
What about #AI for producing a concrete recipe? Meta have used it for one of their datacentres. It can even optimize the fiber concrete mix for bomb shelters #BayesianOptimization theregister.com/2025/07/17/met…
@icmlconf @ruthchewing in action @icmlconf #ICML2025 on Bilevel #BayesianOptimization!!!
#EMST 🔥Using 2000-2019 data from Sichuan and Yunnan, China, this study optimizes LightGBM, RF, and SVM hyperparameters via Bayesian optimization (GP, TPE) with 18 driving factors.📝 @MaximumAcademic #ForestFires #BayesianOptimization Details: maxapress.com/article/doi/10…
🚀 A Simple Yet Powerful Hybrid Machine Learning Approach to Aid Decision-Making in Laboratory Experiments 🔗 Read the full study: brnw.ch/21wU2ue #Diatom #BayesianOptimization @ComSciMath_Mdpi
Hyperparameter Tuning Smackdown: Grid Search: Exhaustive but slow ⏳ Random Search: Fast but random 🎲 Bayesian: Smart & efficient (5-10x faster!) ⚡ Bayesian found optimal config in 67 iterations vs Grid's 680. riceai.net/blog-post-tria… #MachineLearning #BayesianOptimization
📈♻️ Our researcher Eduardo Garrido & others apply #BayesianOptimization to fine-tune #DeepReinforcementLearning for ESG-focused portfolio management—balancing SharpeRatio & sustainability through Pareto-efficient solutions. #FinanceAI #SmartInvesting 📄🔗shorturl.at/BNSOI
New @UncertaintyInAI-2025 paper! Exact acquisition function maximizer can be hardly obtained in #BayesianOptimization, and our paper systematically studies it in theory. We find a condition where BO can still be no-regret even without exact maximization. arxiv.org/abs/2506.11831
New blog drop 📈: Visual guide to Bayesian Optimization using Gaussian Processes. See how it finds global optima in complex functions with just a few smart samples. 🔗blog.dialectai.tech/explore-exploi… #AI #ML #BayesianOptimization #DataScience #Python

Bryan Kian Hsiang Low @bryanklow
744 Followers 170 Following Associate Vice President (AI) @NUSingapore, Assoc. Prof. @NUSComputing, Director @AISingapore. #AutoML #BayesianOptimization #FederatedLearning #DataCentricAI