Benchmarking Automatic Machine Learning Frameworks Aug 17, 2018 Automated Feature Engineering AutoML
Code Code Available Is One Hyperparameter Optimizer Enough? Jul 29, 2018 Bayesian Optimization Hyperparameter Optimization
— Unverified Speeding up the Hyperparameter Optimization of Deep Convolutional Neural Networks Jul 19, 2018 Hyperparameter Optimization SMAC
— Unverified Tune: A Research Platform for Distributed Model Selection and Training Jul 13, 2018 Hyperparameter Optimization Model Selection
Code Code Available Automatic Gradient Boosting Jul 10, 2018 AutoML BIG-bench Machine Learning
Code Code Available A Tutorial on Bayesian Optimization Jul 8, 2018 Bayesian Optimization Hyperparameter Optimization
Code Code Available BOHB: Robust and Efficient Hyperparameter Optimization at Scale Jul 4, 2018 Bayesian Optimization Deep Reinforcement Learning
Code Code Available Far-HO: A Bilevel Programming Package for Hyperparameter Optimization and Meta-Learning Jun 13, 2018 Hyperparameter Optimization Meta-Learning
Code Code Available Bilevel Programming for Hyperparameter Optimization and Meta-Learning Jun 13, 2018 Few-Shot Learning Hyperparameter Optimization
— Unverified Hyperparameter Optimization for Tracking With Continuous Deep Q-Learning Jun 1, 2018 Hyperparameter Optimization Object Tracking
— Unverified T\"ubingen-Oslo at SemEval-2018 Task 2: SVMs perform better than RNNs in Emoji Prediction Jun 1, 2018 Document Classification General Classification
— Unverified Optimizing for Generalization in Machine Learning with Cross-Validation Gradients May 18, 2018 BIG-bench Machine Learning Hyperparameter Optimization
Code Code Available Holarchic Structures for Decentralized Deep Learning - A Performance Analysis May 7, 2018 Deep Learning Hyperparameter Optimization
— Unverified Rafiki: Machine Learning as an Analytics Service System Apr 17, 2018 AutoML BIG-bench Machine Learning
Code Code Available Scalable Factorized Hierarchical Variational Autoencoder Training Apr 9, 2018 Disentanglement Hyperparameter Optimization
Code Code Available An LP-based hyperparameter optimization model for language modeling Mar 29, 2018 Hyperparameter Optimization Language Modeling
— Unverified Best arm identification in multi-armed bandits with delayed feedback Mar 29, 2018 Hyperparameter Optimization Multi-Armed Bandits
— Unverified Natural Gradient Deep Q-learning Mar 20, 2018 Deep Reinforcement Learning Hyperparameter Optimization
— Unverified Reviving and Improving Recurrent Back-Propagation Mar 16, 2018 Document Classification Hyperparameter Optimization
Code Code Available Autostacker: A Compositional Evolutionary Learning System Mar 2, 2018 AutoML BIG-bench Machine Learning
— Unverified Stochastic Hyperparameter Optimization through Hypernetworks Feb 26, 2018 BIG-bench Machine Learning Hyperparameter Optimization
Code Code Available High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups Feb 20, 2018 Additive models Bayesian Optimization
Code Code Available Practical Transfer Learning for Bayesian Optimization Feb 6, 2018 Bayesian Optimization Gaussian Processes
Code Code Available Layered TPOT: Speeding up Tree-based Pipeline Optimization Jan 18, 2018 Automated Feature Engineering AutoML
Code Code Available Combination of Hyperband and Bayesian Optimization for Hyperparameter Optimization in Deep Learning Jan 5, 2018 Bayesian Optimization Deep Learning
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