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1. freelunchtheorem/Conditional_Density_Estimation freelunchtheorem/Conditional_Density_Estimation Public

   Package implementing various parametric and nonparametric methods for conditional density estimation

   Python 193 26

2. video2tfrecord video2tfrecord Public

   Easily convert RGB video data (e.g. .avi) to the TensorFlow tfrecords file format for training e.g. a NN in TensorFlow. This implementation allows to limit the number of frames per video to be stor…

   Python 153 37

3. mppi_pendulum mppi_pendulum Public

   The reimplementation of Model Predictive Path Integral (MPPI) from the paper "Information Theoretic MPC for Model-Based Reinforcement Learning" (Williams et al., 2017) for the pendulum OpenAI Gym e…

   Python 94 14

4. automl/zero-shot-automl-with-pretrained-models automl/zero-shot-automl-with-pretrained-models Public

   Official repository for the paper "Zero-Shot AutoML with Pretrained Models"

   Python 44 4

5. automl/learning_environments automl/learning_environments Public

   We propose an evolution-based approach to meta-learn synthetic neural environments and reward neural networks for reinforcement learning.

   Python 21 3

6. automl/quicktune automl/quicktune Public

   We meta-learn a gray-box performance predictor on the learning curves and use it for fast hyperparameter optimization on new datasets. We empirically demonstrate that our resulting approach can qui…