* added grover tutorial

* adding amplitude amplification

* added explanation of optional arguments

* changed the folder name

* finalized the tutorial

* change the file name

* finalize

Co-authored-by: Paul Nation <[email protected]>

* Add algorithm and ml tutorials for Aqua

* Number qgan and add advanced vqe

* Fix notebook link

* Change IBMQ to mock simulator

* Add folders to index.rst

* Fix warnings in grover notebook

Co-authored-by: Manoel Marques <[email protected]>
Co-authored-by: Paul Nation <[email protected]>

### Summary
Fix issue Qiskit/qiskit-tutorials#1095 

### Details and comments
Delete the wrong and meaningless part of the sentence ". which it has to do the same thing".

Fix typo (Qiskit/qiskit-tutorials#1095)

Fixed a typo on 04_vqe_advanced.ipynb

Fixed some typos on 04_vqe_advanced.ipynb

algorithms: fix typo on grover jupyter notebook

Fixed Broken Links in "01_algorithms_introduction" tutorial.

Updated Some Old Links in "03_vqe_simulation_with_noise"

Added a extra Link and Corrected a Link in some tutorials

…utorials#1152)

* fix math mode of tutorials/circuits_advanced/09_pulse_simulator_duffing_model.ipynb

* fix toc of tutorials of operator flow

* simplify

* remove toc of tutorials of circuits_advanced

* fix toc of 06_building_pulse_schedules

* fix math mode

* fix math mode and code style in a link

* fix sum, sin, and cos

* fix typos

…nd grover tutorials (Qiskit/qiskit-tutorials#1163)

* Fix spelling in simulator tutorials and math mode of opflow tutorial

* Fix math mode and list of Grover tutorial

Co-authored-by: SooluThomas <[email protected]>

Aqua imports replaced by QIskit Terra classes.

Chemistry, Finance, Machine Learning and Optimization were
removed as all those were converted and migrated to the new application repositories

* Remove Aqua references from notebooks

* Change algorithm/operator tutorials to use Aer

* compute gradients with fixed operator

* QAOA change weights to 1 and remove get_graph_solution

* Remove parallel disable statement & print oracle

Co-authored-by: SooluThomas <[email protected]>

qbuits -> qubits
inizialize -> initialize
quntum -> quantum
x-measurment -> x-measurement

Fix a few typos "previous", "need" (twice), "measurement" (twice)

Co-authored-by: SooluThomas <[email protected]>

Co-authored-by: SooluThomas <[email protected]>

…#1243)

* replace execute with transpile + backend.run

* Update tutorials/circuits_advanced/02_operators_overview.ipynb

Co-authored-by: Kevin Krsulich <[email protected]>

Co-authored-by: Kevin Krsulich <[email protected]>

This is necessary because of change Terra
See Qiskit/qiskit#6634

…ock_mpl

Updated to use decompose() to unwrap circuit for matplotlib printing.

Update math expression in order for Sphinx correctly interprets it

complactly -> compactly

* IQPE qubit typo fix

Correcting qubit ordering for control qubits of c_if call

* Correcting image newline character discrepancy

* Correcting duplicate image newline discrepancy

* Revert "Correcting duplicate image newline discrepancy"

This reverts commit 35128d76570c5f2c4a0b41131cf8d2d50a1af425.

* Correcting image newline discrepancy - algorithms

The qiskit-ignis project has been deprecated and supersceded by the
qiskit-experiments repository. In preparation for archiving and marking
Ignis as EoL this commit removes the tutorials explicitly showcasing
ignis or 100% dependent on ignis. Additionally, the vqe tutorial which
was leveraging ignis for measurement mitigation is refactored to use
terra's fork instead.

…-issue-1256

Verbiage update in 06_grover.ipynb to fix Qiskit/qiskit-tutorials#1256

…ks-algorithms

Minor improvements to 01_algorithms_introduction.ipynb

Co-authored-by: Junye Huang <[email protected]>

Fix spelling mistakes

Co-authored-by: Junye Huang <[email protected]>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* update grover tutorials to use sampler

* move imports

* update oracle

* Update code and text

* Refactor code

* Merge tutorials

* Add new 02 tutorial

* Remove trailing cells

* Fix version table and typos

* Apply reviews, update sections

* Fix

* Update tutorials/algorithms/02_vqe_advanced_options.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Update tutorials/algorithms/02_vqe_advanced_options.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Update tutorials/algorithms/03_vqe_simulation_with_noise.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Update tutorials/algorithms/03_vqe_simulation_with_noise.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Update tutorials/algorithms/03_vqe_simulation_with_noise.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Update tutorials/algorithms/03_vqe_simulation_with_noise.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Update tutorials/algorithms/02_vqe_advanced_options.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* Fix suggestion

* Change we to you

* Change more wes

* Final changes

Co-authored-by: Dariusz Lasecki <[email protected]>
Co-authored-by: Soolu Thomas <[email protected]>

…qiskit-tutorials#1370)

* update algorithms 01

* review comments

* mention tutorial 3 for noisy simulations

* VQE import loc + use Terra primitives only

* beautify ansatz drawing

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* update QAOA tutorial to use MESs with primitives

* create SparsePauliOp not PauliSumOp

* remove .venv from .gitignore

* add back print(x) statements

* use future annotations

* fix link and import

* make recommended changes from code review

* comment on annotations; remove vestigial code

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* Add vqd tutorial

* Apply review Guillermo

* Update tutorials/algorithms/04_vqd.ipynb

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…it-tutorials#1369)

* update IPE 09 (last example changed)

* ok runs now

* Update tutorials/algorithms/09_IQPE.ipynb

Co-authored-by: Dariusz Lasecki <[email protected]>

* remove list wrapping

* comments from review

Co-authored-by: Dariusz Lasecki <[email protected]>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…tworkx

Fix removed method from networkx

…ls#1357)

* qiskit.providers.aer is qiskit_aer in Aer 0.11

* addressing https://github.com/Qiskit/qiskit-tutorials/pull/1357/files#r973028618

* remove 04_vqe_advanced that was already removed in master

* combine imports from the same module into one line

Co-authored-by: Junye Huang <[email protected]>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* Deleted an outdated tutorial.

* Updated tutorial numbers.

* Reverse updated tutorial numbers.

---------

Co-authored-by: Junye Huang <[email protected]>

…skit-tutorials#1449)

Qiskit Terra 0.24.0 had a bug that inadvertently changed the exception
type returned when using the PhaseOracle class without having tweedledum
installed locally. This commit changes the exception we catch in the
grovers tutorial using the phase oracle to be an ImportError instead of
the more specific MissingOptionalLibraryError exception. For terra
0.24.0 it is returning a ModuleNotFoundError instead of the correct
MissingOptionalLibraryError, this will be fixed in 0.24.1, but in the
meantime we can just use ImportError as it's the common parent class for
both exception types and will be compatible with both.

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### Summary

Add a tutorial on the p-VQD algorithm implemented in Qiskit as ``PVQD``.

Closes: Qiskit/qiskit-tutorials#1373

There were two issues preventing this:

1. nbsphinx changed how it does in-page URLs now for `#` anchors.
2. Grover Examples has had a bad thumbnail. I thought it would be fixed
by Qiskit/qiskit-tutorials#1466, but the error
still exists, so I think this has always been an issue.

…t-tutorials#1391) (Qiskit/qiskit-tutorials#1470)

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### Summary

Unitary Hack submission. Fixes Qiskit/qiskit-tutorials#1391.

### Details and comments
In this tutorial, we
* introduce the variational quantum imaginary and real time evolution
based on McLachlan's variational principle.
* show how this can be leveraged using Qiskit classes.
* benchmark the default gradient/qgt methods with the new classically
efficient gradients introduced in the
qiskit.algorithms.gradients.reverse_gradient package.

This works is done by I-Chi (@ichen17), Kaixin (@huckstar), Wenxiang
(@wenxh0718) collaboratively. Special thanks to FinQ Tech
(http://finq.tech/) for their support and mentorship, which were
instrumental to the successful completion of this quantum computing
hackathon project.

---------

Co-authored-by: ichen17 <[email protected]>
Co-authored-by: Kaixin <[email protected]>
Co-authored-by: Elena Peña Tapia <[email protected]>

…) (Qiskit/qiskit-tutorials#1463)

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### Summary
Fixes Qiskit/qiskit-tutorials#1390, Unitary Hack contribution.


### Details and comments
- Updates the gradients tutorial from `opflow.gradients` to
`algorithms.gradients`
- Use of `BaseEstimator` and `BaseSampler` classes from Primitives for
gradient evaluation
- Demonstration of different methods for gradient evaluation
- Application example: VQE - Solved using Estimator, Sampler, and
classical optimizer (scipy.minimize)
- More details on SPSA gradient and Qiskit Primitives can be added

---------

Co-authored-by: Elena Peña Tapia <[email protected]>

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### Summary
Closes Qiskit/qiskit-tutorials#1405

Replaced deprecated Classes with supported Classes
SumPauliOP -> SparsePauliOp
eigen_solvers.eigen_solver.Eigensolver -> eigensolvers.Eigensolver

### Details and comments

-Deprecated qiskit.opflow.primitive_ops.pauli_sum_op.PauliSumOp Class
replaced with qiskit.quantum_info.SparsePauliOp Class
-Deprecated qiskit.algorithms.eigen_solvers.eigen_solver.Eigensolver
Class replaced with qiskit.algorithms.eigensolvers.Eigensolver Class

---------

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…rials#1475)

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### Summary

Quick change to Grover's Algorithm tutorial to clarify that
`optimal_num_iterations` is designed for the uniform superposition and
not general state preparations.

### Details and comments

Change was inspired by [this Quantum Computing StackExchange
question](https://quantumcomputing.stackexchange.com/questions/32951/find-the-number-of-iterations-for-amplitude-amplification-to-get-the-correct-sta).

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

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### Summary
This PR will improve
[tutorials/algorithms/09_IQPE.ipynb](https://github.com/Qiskit/qiskit-tutorials/blob/master/tutorials/algorithms/09_IQPE.ipynb)


### Details and comments
fixes Qiskit/qiskit-tutorials#1410
Part of Qiskit/qiskit-tutorials#1401

---------

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…it/qiskit-tutorials#1322)

Closes Qiskit/qiskit-tutorials#1315. As
explained there, these `index.rst` pages result in our Tutorials home
page having extra entries that simply link to that section's other
entries.

This PR fixes it by mirroring `tutorials.rst` from `qiskit-metapackage`.
Our `index.html` now directly calls `nbgallery` with `glob`, rather than
referring to `index.rst` using normal Sphinx mechanisms. That results in
this tutorials repo rendering like this:

![Screenshot 2023-07-11 at 9 54 04
AM](https://github.com/Qiskit/qiskit-tutorials/assets/14852634/b12c151e-d2c2-4f5b-ad50-18703708046d)

The metapackage ignores this repo's `index.rst` and only copies over the
`tutorials/` folder. So, it will copy over the same content as before,
only now without the `index.rst` files in each subfolder.

---------

Co-authored-by: Eric Arellano <[email protected]>
Co-authored-by: Eric Arellano <[email protected]>

This is necessary to unblock
Qiskit/qiskit-tutorials#1489 and
Qiskit/qiskit-metapackage#1776.

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### Summary
This PR will Improve
[tutorials/algorithms/06_grover](https://qiskit.org/documentation/tutorials/algorithms/06_grover.html)

### Details and comments
fixes Qiskit/qiskit-tutorials#1407
Part of Qiskit/qiskit-tutorials#1401

---------

Co-authored-by: Eric Arellano <[email protected]>

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### Summary
This PR will improve the tutorial
[02_vqe_advanced_options](https://qiskit.org/documentation/tutorials/algorithms/02_vqe_advanced_options.html)


### Details and comments
fixes Qiskit/qiskit-tutorials#1403 
Part of Qiskit/qiskit-tutorials#1401

### Summary
This PR will Improve
[03_vqe_simulation_with_noise](https://qiskit.org/documentation/tutorials/algorithms/03_vqe_simulation_with_noise.html)


### Details and comments
fixes Qiskit/qiskit-tutorials#1404 
Part of Qiskit/qiskit-tutorials#1401

### Summary
This PR will improve the tutorial
[01_algorithms_introduction](https://qiskit.org/documentation/tutorials/algorithms/01_algorithms_introduction.html)



### Details and comments
fixes Qiskit/qiskit-tutorials#1402 
Part of Qiskit/qiskit-tutorials#1401

### Summary

This removes the now-unnecessary image file, which needed special
handling in downstream CI (e.g. the `binary.png` file was cloned into
the metapackage repo) to allow the tutorials to build correctly.
Instead, we can just draw the desired effects with LaTeX / MathJax.


### Details and comments

Appearance before:


![binary](https://github.com/Qiskit/qiskit-tutorials/assets/5968590/99b7fbfe-0777-4927-b554-0b95f9f887ca)

Appearance after:

<img width="438" alt="Screenshot 2023-08-08 at 14 41 55"
src="https://github.com/Qiskit/qiskit-tutorials/assets/5968590/e7b07f5e-b1ab-422c-a73a-94fb29d1efcd">

Update tutorials content

Quick update of content

Add aer to requirements-dev.txt

Add networkx to requirements-dev.txt

Fix spelling

Recover grover try

pin sphinx

Delete IQPE

Apply review comments

Use short urls

Apply comments from code review

Update tweedledum reqs

Add thumbnails to metadata

Add try-except

Fix gradients tag

Default thumbnail

Update docs/tutorials/02_vqe_advanced_options.ipynb

Co-authored-by: Steve Wood <[email protected]>

Update docs/tutorials/02_vqe_advanced_options.ipynb

Co-authored-by: Steve Wood <[email protected]>

Update docs/tutorials/05_qaoa.ipynb

Co-authored-by: Steve Wood <[email protected]>

Update docs/tutorials/10_pvqd.ipynb

Co-authored-by: Steve Wood <[email protected]>

Apply suggestions

Remove sphinx pin