├── .vscode └── settings.json ├── QAOA-VQE ├── Quantum Portfolio Optimization.ipynb ├── README.md ├── images │ ├── Minimum_variance_problem.png │ ├── Minimum_variance_problem_notation.png │ ├── equality_constraint.png │ ├── minimum_variance_frontier.jpg │ └── penalty_term.png └── results │ ├── Trial_1.png │ ├── Trial_2.png │ └── Trial_3.png ├── README.md ├── data ├── clean_data.ipynb ├── cleaned │ └── dataframe ├── create_sequences.ipynb ├── download_data.ipynb ├── preprocessed │ ├── prices_30_5.npy │ ├── prices_32_8.npy │ ├── prices_50_10.npy │ └── prices_50_9.npy └── unmodified │ ├── AAPL │ ├── AMZN │ ├── GOOG │ ├── ICLN │ ├── MSFT │ ├── PFE │ ├── SPY │ ├── TSLA │ ├── WBA │ └── XOM ├── qGAN ├── README.md ├── images │ ├── gans.png │ ├── generator.png │ └── training-loss.png ├── logs │ └── Discriminator_ │ │ ├── train │ │ ├── events.out.tfevents.1614355851.Calums-Macbook-Air.local.20550.225.v2 │ │ ├── events.out.tfevents.1614355852.Calums-Macbook-Air.local.profile-empty │ │ └── plugins │ │ │ └── profile │ │ │ └── 2021_02_26_16_10_52 │ │ │ ├── Calums-Macbook-Air.local.input_pipeline.pb │ │ │ ├── Calums-Macbook-Air.local.kernel_stats.pb │ │ │ ├── Calums-Macbook-Air.local.memory_profile.json.gz │ │ │ ├── Calums-Macbook-Air.local.overview_page.pb │ │ │ ├── Calums-Macbook-Air.local.tensorflow_stats.pb │ │ │ ├── Calums-Macbook-Air.local.trace.json.gz │ │ │ └── Calums-Macbook-Air.local.xplane.pb │ │ └── validation │ │ └── events.out.tfevents.1614355853.Calums-Macbook-Air.local.20550.1134.v2 ├── models │ ├── discriminator │ │ ├── saved_model.pb │ │ └── variables │ │ │ ├── variables.data-00000-of-00001 │ │ │ └── variables.index │ └── generator-weights │ │ └── weights-log │ │ ├── gen_weights_0_0.npy │ │ ├── gen_weights_0_1.npy │ │ ├── gen_weights_0_10.npy │ │ ├── gen_weights_0_11.npy │ │ ├── gen_weights_0_12.npy │ │ ├── gen_weights_0_13.npy │ │ ├── gen_weights_0_14.npy │ │ ├── gen_weights_0_15.npy │ │ ├── gen_weights_0_16.npy │ │ ├── gen_weights_0_17.npy │ │ ├── gen_weights_0_18.npy │ │ ├── gen_weights_0_19.npy │ │ ├── gen_weights_0_2.npy │ │ ├── gen_weights_0_20.npy │ │ ├── gen_weights_0_21.npy │ │ ├── gen_weights_0_22.npy │ │ ├── gen_weights_0_23.npy │ │ ├── gen_weights_0_24.npy │ │ ├── gen_weights_0_25.npy │ │ ├── gen_weights_0_26.npy │ │ ├── gen_weights_0_27.npy │ │ ├── gen_weights_0_28.npy │ │ ├── gen_weights_0_29.npy │ │ ├── gen_weights_0_3.npy │ │ ├── gen_weights_0_30.npy │ │ ├── gen_weights_0_31.npy │ │ ├── gen_weights_0_32.npy │ │ ├── gen_weights_0_33.npy │ │ ├── gen_weights_0_34.npy │ │ ├── gen_weights_0_35.npy │ │ ├── gen_weights_0_36.npy │ │ ├── gen_weights_0_37.npy │ │ ├── gen_weights_0_38.npy │ │ ├── gen_weights_0_39.npy │ │ ├── gen_weights_0_4.npy │ │ ├── gen_weights_0_40.npy │ │ ├── gen_weights_0_41.npy │ │ ├── gen_weights_0_42.npy │ │ ├── gen_weights_0_43.npy │ │ ├── gen_weights_0_44.npy │ │ ├── gen_weights_0_45.npy │ │ ├── gen_weights_0_46.npy │ │ ├── gen_weights_0_47.npy │ │ ├── gen_weights_0_48.npy │ │ ├── gen_weights_0_49.npy │ │ ├── gen_weights_0_5.npy │ │ ├── gen_weights_0_50.npy │ │ ├── gen_weights_0_51.npy │ │ ├── gen_weights_0_52.npy │ │ ├── gen_weights_0_53.npy │ │ ├── gen_weights_0_54.npy │ │ ├── gen_weights_0_55.npy │ │ ├── gen_weights_0_56.npy │ │ ├── gen_weights_0_57.npy │ │ ├── gen_weights_0_58.npy │ │ ├── gen_weights_0_59.npy │ │ ├── gen_weights_0_6.npy │ │ ├── gen_weights_0_60.npy │ │ ├── gen_weights_0_61.npy │ │ ├── gen_weights_0_62.npy │ │ ├── gen_weights_0_63.npy │ │ ├── gen_weights_0_64.npy │ │ ├── gen_weights_0_65.npy │ │ ├── gen_weights_0_66.npy │ │ ├── gen_weights_0_67.npy │ │ ├── gen_weights_0_68.npy │ │ ├── gen_weights_0_69.npy │ │ ├── gen_weights_0_7.npy │ │ ├── gen_weights_0_70.npy │ │ ├── gen_weights_0_71.npy │ │ ├── gen_weights_0_72.npy │ │ ├── gen_weights_0_73.npy │ │ ├── gen_weights_0_74.npy │ │ ├── gen_weights_0_75.npy │ │ ├── gen_weights_0_76.npy │ │ ├── gen_weights_0_77.npy │ │ ├── gen_weights_0_78.npy │ │ ├── gen_weights_0_79.npy │ │ ├── gen_weights_0_8.npy │ │ ├── gen_weights_0_80.npy │ │ ├── gen_weights_0_81.npy │ │ ├── gen_weights_0_82.npy │ │ ├── gen_weights_0_83.npy │ │ ├── gen_weights_0_84.npy │ │ ├── gen_weights_0_85.npy │ │ ├── gen_weights_0_86.npy │ │ ├── gen_weights_0_87.npy │ │ ├── gen_weights_0_88.npy │ │ ├── gen_weights_0_89.npy │ │ ├── gen_weights_0_9.npy │ │ ├── gen_weights_0_90.npy │ │ ├── gen_weights_0_91.npy │ │ ├── gen_weights_0_92.npy │ │ ├── gen_weights_0_93.npy │ │ ├── gen_weights_0_94.npy │ │ ├── gen_weights_0_95.npy │ │ ├── gen_weights_0_96.npy │ │ ├── gen_weights_0_97.npy │ │ ├── gen_weights_0_98.npy │ │ ├── gen_weights_0_99.npy │ │ ├── gen_weights_1_0.npy │ │ ├── gen_weights_1_1.npy │ │ ├── gen_weights_1_10.npy │ │ ├── gen_weights_1_11.npy │ │ ├── gen_weights_1_12.npy │ │ ├── gen_weights_1_13.npy │ │ ├── gen_weights_1_14.npy │ │ ├── gen_weights_1_15.npy │ │ ├── gen_weights_1_16.npy │ │ ├── gen_weights_1_17.npy │ │ ├── gen_weights_1_18.npy │ │ ├── gen_weights_1_2.npy │ │ ├── gen_weights_1_3.npy 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