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Hybrid Quantum-Classical Machine Learning in TensorFlow

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Thanks to #590 we can now roll our own proto structures + serialization code. We should do some work to try and make our `program.proto` wire size and serialization code...

kind/feature-request
area/performance

Our C.I. has been starting to develop some interesting flakiness when it comes to checking python code formatting with yapf. It might be time to upgrade the version we depend...

kind/bug-report
area/code-health
area/ci

Lately in a lot of our CI runs we have been running into issues with the `gradients_test` -> `bazel test //tensorflow_quantum/python/differentiators/gradient_test` running for a very long time and sometimes flaking....

kind/feature-request
area/performance
area/tests
area/ci

I previously outlined an issue in the rendering on TFQ API docs that was solved. However, it appears as though the updates did not fully solve the problem, but merely...

kind/bug-report

From a comment in the code: TODO (mbbrough): Remove this workaround class once cirq.PauliSumCollector can be used end to end with engine. This current issue is that cirq.PauliSumCollector does not...

kind/feature-request

Is there an option to use a Quantum channel in my network.

kind/question

We recently had our first outside contributor add to TFQ datasets. Big thanks @therooler and the rest of the U of T folks! Now that we have our first example...

kind/feature-request

With all the information we have floating around with how to best use Engine + TFQ we might want to add a page like this: https://cirq.readthedocs.io/en/latest/google/best_practices.html but for TFQ soon....

area/docs
kind/feature-request

Right now our sampler code for custom `cirq.Sampler` instances is not as clean as it could be. At some point we should make a more deliberate effort to clean this...

kind/feature-request

Right now Cirq does not allow such things as: ```python3 a = cirq.Z(q0) * cirq.Z(q0) + projector(0111011001) a.expectation_from_wavefunction(a, ...) ``` One must manually write out the projection operators like: ```python3...

kind/feature-request