Code

Adding Torch connector#12

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stefan-woerner merged 216 commits intoqiskit-community:masterqiskit-community/qiskit-machine-learning:masterfrom stefan-woerner:torch_connectorstefan-woerner/qiskit-machine-learning:torch_connectorCopy head branch name to clipboardMar 30, 2021

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Commits

Commits on Mar 16, 2021

• add torch connector

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• Merge pull request #1 from Qiskit/master

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• Merge branch 'master' into torch_connector

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• Update 99_vqc.ipynb

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• updating circuit and two layer QNNs

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• update copyright headers

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• Update 01_neural_networks.ipynb

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• Update torch_connector.py

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• initial version of classifier and regressor

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• fix output dimensions for networks and torch connector

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Commits on Mar 17, 2021

• check whether torch is installed or not in torch connector

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• start unit tests for torch connector

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• update two layer QNN

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• Update 03_torch_connector.ipynb

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• update structure

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• fix l1 and l2 losses

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• clean imports

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• Test torch optional

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• fix mypy

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• fix notebooks

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• include torchvision

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• add dense to QNNs and update NNClassifier/Regressor

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• Update 03_torch_connector.ipynb

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• Merge branch 'torch_connector' of github.com:stefan-woerner/qiskit-machine-learning into torch_connector

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• fix notebook

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• fix notebook

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• fix notebook

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• fix notebook

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• Increase notebook cell timeout

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Commits on Mar 18, 2021

• Merge branch 'torch_connector' of github.com:stefan-woerner/qiskit-machine-learning into torch_connector

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• shelved changes

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• batching

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• Merge branch 'master' into NNC

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• Merge branch 'master' into torch_connector

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• enable SparseArray for neural networks

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• Merge branch 'master' into enable_sparse_array

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• fix style, lint

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• fix tutorials

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• more on batching

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• Update circuit_qnn.py

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• Merge branch 'enable_sparse_array' of github.com:stefan-woerner/qiskit-machine-learning into enable_sparse_array

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• add unit tests

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• add gradient unit tests

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• Update test_circuit_qnn.py

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• fix lint

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• fix typos

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Commits on Mar 19, 2021

• fix mypy

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• Merge branch 'enable_sparse_array' into torch_connector

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• fix opflow qnn output shape

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• Merge branch 'enable_sparse_array' into torch_connector

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• fix sampling output shape to (num_samples, *sample_shape)

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• Merge branch 'enable_sparse_array' into torch_connector

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• more on batching

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• more on batching

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• clean circuit QNN and fix backward output shape

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• Update circuit_qnn.py

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• update circuit QNN and torch connector

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• Merge branch 'enable_sparse_array' into torch_connector

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• Update torch_connector.py

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• fix issue with np.int64 / int type check

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• Merge branch 'enable_sparse_array' into torch_connector

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• fix lint and types

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• Merge branch 'enable_sparse_array' into torch_connector

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• consistent batching

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• some spelling

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• Merge branch 'master' of https://github.com/Qiskit/qiskit-machine-learning into batches

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• add copyright

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• some docstrings.

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• Merge branch 'master' into torch_connector

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• Merge branch 'master' of https://github.com/Qiskit/qiskit-machine-learning into batches

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Commits on Mar 20, 2021

• rename dense to sparse

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• Merge branch 'rename_dense_to_sparse' into torch_connector

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• Update circuit_qnn.py

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• add sparse logic

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• and rename returns_samples to sampling

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• Merge branch 'rename_dense_to_sparse' into torch_connector

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• fix typing and clean code

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• fix spelling

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• add torch connector unit tests

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• Merge branch 'master' into torch_connector

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• Merge branch 'master' into batches

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• Merge branch 'master' into torch_connector

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• Merge branch 'torch_connector' of github.com:stefan-woerner/qiskit-machine-learning into torch_connector

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• Merge branch 'pr/15' into torch_connector

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• Merge master, fix conflicts

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• fix some lint errors

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• Add CI step unit test without torch installed

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• fix unit tests when torch is not installed

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Commits on Mar 21, 2021

• Merge branch 'torch_connector' of github.com:stefan-woerner/qiskit-machine-learning into torch_connector

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• add unit tests and fix output shape

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• Merge branch 'pr/15' into torch_connector

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• Update test_torch_connector.py

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• fix circuit qnn tests

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• Merge branch 'pr/15' into torch_connector

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• fix typing

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• fix typing

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• Merge branch 'pr/15' into torch_connector

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• more batching

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• Merge branch 'master' into batches

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• merge from master and fix conflicts

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• Merge branch 'master' into torch_connector

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Commits on Mar 22, 2021

• more batching

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• Merge remote-tracking branch 'origin/batches' into batches

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• fix output shapes and tutorials

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• Update circuit_qnn.py

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• Update opflow_qnn.py

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• Merge branch 'pr/15' into torch_connector

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• fix lint

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Commits on Mar 23, 2021

• use sparse probability gradients in case of sample based evaluation

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• Merge branch 'pr/15' into torch_connector

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• Merge branch 'pr/15' into pr/13

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• Merge branch 'master' into batches

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• Merge branch 'master' into NNC

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• Merge branch 'master' into torch_connector

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• update neural network classifier

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• fix style/spelling/mypy

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• fix tests

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• Update neural_network_classifier.py

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• more batching

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• removed duplicate code

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Commits on Mar 24, 2021

• gradients reshaping and more tests.

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• fix circuit QNN tests

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• fix typing

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• add batching logic to sample(), probabilities(), and probability_gradients()

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• Merge branch 'pr/15' into pr/13

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• fix lint

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• add gradients for circuit QNN classification + tests

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• add initial draft for VQC

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• gradient tests.

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• add tests with cross entropy

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• fix lint, style, mypy

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• Merge branch 'master' of https://github.com/Qiskit/qiskit-machine-learning into batches

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• cross_entropy gradient added

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• Merge branch 'pr/15' into pr/13

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• Merge branch 'NNC' of https://github.com/beichensinn/qiskit-machine-learning into pr/13

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• add cross entropy test with gradients

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• Merge branch 'pr/15' into torch_connector

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• fix style, spell

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• Update test_torch_connector.py

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• Merge branch 'master' into torch_connector

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• update torch connector

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• Update torch_connector.py

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• Merge branch 'master' of https://github.com/Qiskit/qiskit-machine-learning into NNC

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Commits on Mar 25, 2021

• removed _sample double definition

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• use new backend in tests

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• make a clean git mv instead of just renaming (1)

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• make a clean git mv instead of just renaming (2)

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• add vqc + test

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• update vqc and tests

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• update tutorials

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• restructure tutorials

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• Merge branch 'pr/13' into torch_connector

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• cross_entropy sigmod, softmax, softmax_stable added

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• cross_entropy sigmod, softmax, softmax_stable added

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• cross_entropy sigmod added to NN classifier

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• cross_entropy and sigmod_cross_entropy has been changed to "CrossEntryLoss" and "CrossEntropySigmodLoss" in both classifier and regression; initial version of NN regressor

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• fix loss + minor changes

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• revert changes in raw_feature_vector as non-required.

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• merge from master and fix conflicts

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• merge from master and fix conflicts

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Commits on Mar 26, 2021

• update torch connector tests

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• Merge branch 'torch_connector' of github.com:stefan-woerner/qiskit-machine-learning into torch_connector

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• minor fixes

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• Update 02_neural_network_classifier_and_regressor.ipynb

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• Update 02_neural_network_classifier_and_regressor.ipynb

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• use given gradient in circuit qnn

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• remove double output_shape handling

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• style, lint

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Commits on Mar 27, 2021

• update tutorial to use regressor

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• Create 05_torch_connector.ipynb

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Commits on Mar 29, 2021

• fix mypy

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• Merge remote-tracking branch 'beichen/NNC' into NNC

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• Merge branch 'master' of https://github.com/Qiskit/qiskit-machine-learning into NNC

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• merged with new RawFeatureVector, some tests fail

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• fix test randomness, disable some of test_raw_feature_vector

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• One hot encoding has been removed from NNregression

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• randomness, tests

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• Merge remote-tracking branch 'beichen/NNC' into NNC

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• fix tutorial

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• fix tutorial

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• fix vqc test with bfgs and qasm simulator

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• Merge branch 'NNC' of https://github.com/beichensinn/qiskit-machine-learning into pr/13

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• fix raw feature vector tests

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• import fix

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• Update 02_neural_network_classifier_and_regressor.ipynb

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• test neural network regressor

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• Merge remote-tracking branch 'beichen/NNC' into NNC

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• 1) 1 bug in NNregressor has been fixed

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• Merge remote-tracking branch 'origin/NNC' into NNC

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• revert notebook to python 3

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• 1. VQR updated with TwoLayerQNN

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• Merge remote-tracking branch 'origin/NNC' into NNC

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• new readme test, fix style, lint

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Commits on Mar 30, 2021

• updated vqc notebook, refactored readme test

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• update circuit QNN to remove final circuit measurements for gradient

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• remove old tutorials

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• update TwoLayerQNN and VQR to use default feature map and var form

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• update init files

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• update NNC/NNR tutorial (02)

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• update vqc and vqr

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• Update 02_neural_network_classifier_and_regressor.ipynb

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• fix lint, mypy

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• Update 02_neural_network_classifier_and_regressor.ipynb

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• merge qiskit-community#13 into this pr

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• delete 03_vqc

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• fix merging problems

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• update tests and dict

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• added test_vqr.py

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• updated readme

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• Merge branch 'pr/13' into torch_connector

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• update tutorials

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• Merge branch 'master' into torch_connector

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• fix notebook 04

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• fix 05 notebook title level inconsistent

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• Update test_torch_connector.py

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