SynthVAE
Synthetic data generation by a Variational AutoEncoder with Differential Privacy assessed using Synthetic Data Vault metrics
File Explorer
- bug_report.md
- feature_request.md
- pull_request_template.md
- ELBO_Breakdown_SynthVAE_GMM.png
- Reconstruction_Breakdown_SynthVAE_GMM.png
- Variable duration SynthVAE_GMM_run_1.png
- Variable event SynthVAE_GMM_run_1.png
- Hyperparameter_Tuning_MIMIC.py
- Hyperparameter_Tuning_SUPPORT.py
- MIMIC.ipynb
- SUPPORT.ipynb
- MIMIC_Notebook.ipynb
- MIMIC_Runs.py
- SUPPORT_Notebook.ipynb
- SUPPORT_Runs.py
- __init__.py
- conv.py
- dp_lstm.py
- dp_multihead_attention.py
- embedding.py
- grad_sample_module.py
- group_norm.py
- instance_norm.py
- layer_norm.py
- linear.py
- README.md
- utils.py
- __init__.py
- dp_ddp.py
- dp_lstm.py
- dp_multihead_attention.py
- param_rename.py
- compute_dp_sgd_privacy.py
- __init__.py
- common.py
- dp_lstm_test.py
- dp_multihead_attention_test.py
- __init__.py
- common.py
- conv1d_test.py
- conv2d_test.py
- conv3d_test.py
- dp_lstm_test.py
- dp_multihead_attention_test.py
- embedding_test.py
- group_norm_test.py
- instance_norm1d_test.py
- instance_norm2d_test.py
- instance_norm3d_test.py
- layer_norm_test.py
- linear_test.py
- sequence_bias_test.py
- __init__.py
- docstring_examples_test.py
- dp_model_inspector_test.py
- grad_sample_module_test.py
- multigpu_gradcheck.py
- per_sample_gradient_clip_test.py
- poisson_test.py
- privacy_engine_test.py
- virtual_step_test.py
- module_inspection_test.py
- module_modification_test.py
- __init__.py
- clipping.py
- module_inspection.py
- module_modification.py
- packed_sequences.py
- stats.py
- tensor_utils.py
- uniform_sampler.py
- __init__.py
- dp_model_inspector.py
- per_sample_gradient_clip.py
- privacy_analysis.py
- privacy_engine.py
- README.md
- version.py
- __init__.py
- base.py
- boolean.py
- categorical.py
- datetime.py
- numerical.py
- utils.py
- __init__.py
- performance.py
- profiling.py
- __init__.py
- config.json
- identity.py
- addons_setup.py
- README.md
- __init__.py
- base.py
- boolean.py
- categorical.py
- datetime.py
- null.py
- numerical.py
- __init__.py
- errors.py
- hyper_transformer.py
- NHSX_SynthVAE (2).pdf
- report.pdf
- .gitignore
- CHANGELOG.md
- CODE_OF_CONDUCT.md
- CONTRIBUTING.md
- example_input.csv
- LICENSE
- metrics.py
- MIMIC_preproc.ipynb
- model_card.md
- plot.py
- README.md
- requirements.txt
- scratch_vae_expts.py
- sdv_baselines.py
- utils.py
- VAE.py
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