James Bergstra
University of Kindu(CD)
Publications by Year
Research Areas
Machine Learning and Data Classification, Machine Learning and Algorithms, Music and Audio Processing, Domain Adaptation and Few-Shot Learning, Multimodal Machine Learning Applications
Most-Cited Works
- Random search for hyper-parameter optimization(2012)
- Algorithms for hyper-parameter optimization(2011)
- Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures(2013)
- → Challenges in Representation Learning: A Report on Three Machine Learning Contests(2013)1,496 cited
- → Theano: A CPU and GPU Math Compiler in Python(2010)1,055 cited
- → Theano: new features and speed improvements(2012)1,038 cited
- → Hyperopt: a Python library for model selection and hyperparameter optimization(2015)1,027 cited
- → An empirical evaluation of deep architectures on problems with many factors of variation(2007)1,026 cited
- → Hyperopt: A Python Library for Optimizing the Hyperparameters of Machine Learning Algorithms(2013)804 cited