├── .gitignore ├── LICENSE ├── MANIFEST.in ├── README.md ├── final_exam.ipynb └── labs ├── lab_01_local_optimization ├── data.npy ├── lab_01.ipynb └── lab_01_solution.ipynb ├── lab_02_multi_objective_optimization ├── Figure5.png ├── awa_model.pt ├── lab_02.ipynb └── lab_02_solution.ipynb ├── lab_03_bayesian_regression ├── lab_03.ipynb └── lab_03_solution.ipynb ├── lab_04_bayesian_optimization ├── lab_04.ipynb └── lab_04_solution.ipynb ├── lab_05_neural_networks ├── AWA_data.pkl ├── lab_05.ipynb └── lab_05_solution.ipynb ├── lab_06_uncertainty_quantification ├── lab_06.ipynb └── lab_06_solution.ipynb ├── lab_07_unsupervised_anomaly_detection ├── lab_07.ipynb └── lab_07_solution.ipynb └── lab_08_reinforcement_learning ├── common ├── __init__.py ├── exp_replay.py ├── noise.py └── utils.py ├── ddpg ├── __init__.py ├── ddpg.py ├── ddpg_test.py └── models.py └── lab_08.ipynb /.gitignore: -------------------------------------------------------------------------------- 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