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Quantum
projects
March 8
2024
This provides my hands-on experience in quantum technologies using various IDE, tools andlanguages. Few key
projects are developed using IBMQiskit, Google Cirq, Azure Quantum, Xanadu Strawberry Fields and PennyLane
libraries. More details can be provided upon request.
Vijayananda Mohire
Key projects in areas of Quantum Technologies
Proj.
No.
Project Name/
Year
Project Summary /Learning GitHub Repository
1 QSAMsimulator-
2021
Build a quantum circuitfor QSAMsimulator backend and IBMQiskit https://github.com/vijaymohire/q
uantum/blob/main/Qasm%20simu
lator.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/QASM%20circ
uit%20-%20IBM%20Quantum.pdf
2 Single qubit
operations-2021
The Pauli Gates: X-Gate, Y & Z-Gates , The Hadamard Gate, The P-gate, The I, S and T-gates and
The General U-gate using IBMQiskit
https://github.com/vijaymohire/q
uantum/blob/main/single-qubit-
gates.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/IBM%20Qiskit
%20-%20Single-qubit-gates.pdf
3 Single qubit
probability-2021
This solution offers the way to find the probability of a qubit, rotatedin the y axis with a certain
pi value and measuring the results using count, build using IBMQiskit
https://github.com/vijaymohire/q
uantum/blob/main/Probability_of
_single_qubit.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/Probability_of
_single_qubit.pdf
4 Representing
multi qubits-2021
Representing multi qubits superposition andentanglements using statevectors and amplitudes
using IBMQiskit
https://github.com/vijaymohire/q
uantum/blob/main/Multi-
Qubit_Entanglement.ipynb
PDF
https://github.com/vijaymohire/q
uantum/blob/main/Entangle%20ci
rcuit%20-
%20IBM%20Quantum.pdf
https://github.com/vijaymohire/q
uantum/blob/main/IBM%20Qiskit
%20-%20Multi-
Qubit_Entanglement.pdf
5 Quantum neural
network-2021
We have this notebook sample that demonstrates the different generic quantum neural
network (QNN) implementations providedin Qiskit Machine Learning. The networks are meant
as application-agnostic computational units that can be used for many different use cases
https://github.com/vijaymohire/q
uantum/blob/main/Quantum-
NeuralNW.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/Quantum-
NeuralNW.pdf
6 Hybrid quantum-
classical Neural
Networks-2021
Hybrid quantum-classical Neural Networks with PyTorch and Qiskit. We explore how a classical
neural network can be partially quantized to create a hybrid quantum-classical neural network
https://github.com/vijaymohire/q
uantum/blob/main/Hybrid%20qua
ntum-
classical%20NNW%20with%20PyT
orch%20and%20Qiskit.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/IBM%20Qiskit
%20-%20Hybrid%20quantum-
classical%20NN%20with%20PyTor
ch%20and%20Qiskit.pdf
7 Grover's Algo-
2021
Grover's Algorithm using 2 qubit to test the probability of the base state values run in real
quantum machine
https://github.com/vijaymohire/q
uantum/blob/main/GroversAlgo.ip
ynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/IBM%20Qiskit
%20-%20GroversAlgo.pdf
8 Quantum Fourier
Transform-2021
Executed QFT sample from link using IBMQuantum lab and Qiskit https://github.com/vijaymohire/q
uantum/blob/main/QFT.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/IBM%20Qiskit
%20-%20Multi-
Qubit_Entanglement.pdf
9
Google Cirq
Circuits - 2021
Implement basic quantum gates using Google’s Cirq. Google Cirq Circuits demonstration that
shows the use of Cirq libraries in designing quantum circuits with qbits and qgates
https://github.com/vijaymohire/q
uantum/blob/main/Cirq-
circuits.ipynb
10 Google Cirq
simulation-2021
Google Cirq simulation demonstrates various simulation available, pure and mixed and use of
related functions
https://github.com/vijaymohire/q
uantum/blob/main/Cirq-
simulation.ipynb
11 TFQ Hello World-
2021
TFQ "Hello World" sample demo run in Google Colab, demonstrating the capabilities of Cirq
and TensorFlow Quantum that enable effective use of Tensorflow and ML for Quantum error
correction, which is a big research area
https://github.com/vijaymohire/q
uantum/blob/main/TensorFlow%2
0Quantum-
hello_many_worlds.ipynb
12 Quantum GAN-
2021
Quantum Generative Adversarial Networks with Cirq + TensorFlow https://github.com/vijaymohire/q
uantum/blob/main/QGAN%20usin
g%20Cirq%20and%20TensorFlow.i
pynb
13 Quantum CNN-
2021
Quantum CNN sample runin Google Colab using Tensorflow, Neural Networks and Quantum
circuitsfed to the neural networks
https://github.com/vijaymohire/q
uantum/blob/main/QuantumCNN.
ipynb
14 Find Eigen values-
2021
Use of Python to visualize the wave functions and differentenergy levels for a particle in a box
using shooting method. Plots offer great visualization of the energylevels.
https://github.com/vijaymohire/q
uantum/blob/main/Quantum%20
%20Physics-
%20Find%20Eigen%20values%20in
%20Python.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/Quantum%20
Physics-
%20Find%20Eigen%20values%20in
%20Python.pdf
15 Quantum
ComputingNotes
Ver 1.2 - 2022
Collection of academic and course learning https://github.com/vijaymohire/q
uantum/blob/main/Quantum%20
Computing%20Notes%20Ver%201.
2.pdf
16 Majorana Zero
Modes-2022
Python notebook and PDF, demonstrating Majorana zero modes in a simulated mathematical
model and plotting the same
https://github.com/vijaymohire/q
uantum/blob/main/Majorana%20z
ero%20modes.ipynb
PDF:
https://github.com/vijaymohire/q
uantum/blob/main/Majorana%20z
ero%20modes.pdf
17 Demo for
photonics-2022
PennyLane notebook for photonics using PennyLane libraries and Xanadu cloud for various
photon operators like displacement and squeezed state
https://github.com/vijaymohire/q
uantum/blob/main/demo_photoni
c.ipynb
18 Gamma_Function
-2022
One of the key maths functions usedin quantum technology. It is often referred to as the
generalized factorial, this is a standard as per NIST Digital Library of Mathematical Functions
https://dlmf.nist.gov/5.2#E1
https://github.com/vijaymohire/q
uantum/blob/main/Gamma_Funct
ion.ipynb
19 Boson sampling-
2022
Boson sampling using quantum linear optics, an array of single-photon sources and a
multimode linearinterferometer. Use of Xanadu’s Strawberry Fields library.
https://github.com/vijaymohire/q
uantum/blob/main/Boson%20Sam
pling.ipynb
20 Azure Quantum-
2022
Directions to use Azure quantum with few examples using Qiskit and IonQ processors https://github.com/vijaymohire/q
uantum/blob/main/Azure%20Qua
ntum%20with%20IBM%20Qiskit%
20and%20IonQ%20QPU.pdf
21 Azure Quantum
Workspace -
2022
Introduction toAzure Quantum Workspace along with sample example to develop Q# code https://github.com/vijaymohire/q
uantum/blob/main/Azure%20Qua
ntum%20Workspace.pdf
PDF:
https://www.slideshare.net/slides
hows/azure-quantum-workspace-
for-developing-q-based-quantum-
circuits/266701455
22 Molecular
Hamiltonian -
2022
In computational chemistry,we are typically interestedin finding the ground-state energy (i.e.,
minimum energy) of a molecule for a given configuration of atomic positions.
This is accomplished by finding the lowesteigenvalues and eigenstates of the molecular
Hamiltonian.
In this notebook, we illustrate how to implement the Variational Quantum Eigensolver (VQE)
algorithm in Amazon Braket SDK to compute the potential energy surface (PES) for the
Hydrogen molecule. Specifically, we illustrate the following features of Amazon Braket SDK:
* `LocalSimulator` which allows one to simulate quantum circuits on their local machine
* Construction of the ansatz circuit for VQE in Braket SDK
* Computing expectation values of the individual terms in the Hamiltonian in Braket SDK
https://github.com/vijaymohire/q
uantum/blob/main/VQE_chemistr
y_braket.ipynb
23 Qubit Examples-
2022
Various functions andexamplesfor using qubits using functions to initialize, transform,
measure and validate the results. Simple maths library like NumPy used.
https://github.com/vijaymohire/q
uantum/blob/main/Qubit_Exampl
es.py
24 Topological
quantum
computing -2022
Basic concepts of Topological quantum computing. Introduces to Hamiltonian, Eigen values,
energy spectrums, Bulk edge, invariants, Kitaev Chain,etc
https://github.com/vijaymohire/q
uantum/blob/main/Topology_1.ip
ynb
https://github.com/vijaymohire/q
uantum/blob/main/Topology_2.ip
ynb
25 Azure Quantum
Job-shop-sample-
2022
Job Shop scheduling using Azure Quantum optimization. Problem is mapped to the QUBO
model.
https://github.com/vijaymohire/q
uantum/blob/main/Azure%20Qua
ntum%20Job-shop-sample.pdf
Disclaimer: All rights are owned by respective owners. We have nointention toinfringe copyrights or brand names. All details, references are foreducational
purposes only. For more details, contact:
Bhadale IT Pvt. Ltd, email: vijaymohire@gmail.com

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My key hands-on projects in Quantum, and QAI

  • 1. Quantum projects March 8 2024 This provides my hands-on experience in quantum technologies using various IDE, tools andlanguages. Few key projects are developed using IBMQiskit, Google Cirq, Azure Quantum, Xanadu Strawberry Fields and PennyLane libraries. More details can be provided upon request. Vijayananda Mohire
  • 2. Key projects in areas of Quantum Technologies Proj. No. Project Name/ Year Project Summary /Learning GitHub Repository 1 QSAMsimulator- 2021 Build a quantum circuitfor QSAMsimulator backend and IBMQiskit https://github.com/vijaymohire/q uantum/blob/main/Qasm%20simu lator.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/QASM%20circ uit%20-%20IBM%20Quantum.pdf 2 Single qubit operations-2021 The Pauli Gates: X-Gate, Y & Z-Gates , The Hadamard Gate, The P-gate, The I, S and T-gates and The General U-gate using IBMQiskit https://github.com/vijaymohire/q uantum/blob/main/single-qubit- gates.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/IBM%20Qiskit %20-%20Single-qubit-gates.pdf 3 Single qubit probability-2021 This solution offers the way to find the probability of a qubit, rotatedin the y axis with a certain pi value and measuring the results using count, build using IBMQiskit https://github.com/vijaymohire/q uantum/blob/main/Probability_of _single_qubit.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/Probability_of _single_qubit.pdf 4 Representing multi qubits-2021 Representing multi qubits superposition andentanglements using statevectors and amplitudes using IBMQiskit https://github.com/vijaymohire/q uantum/blob/main/Multi- Qubit_Entanglement.ipynb PDF https://github.com/vijaymohire/q uantum/blob/main/Entangle%20ci
  • 3. rcuit%20- %20IBM%20Quantum.pdf https://github.com/vijaymohire/q uantum/blob/main/IBM%20Qiskit %20-%20Multi- Qubit_Entanglement.pdf 5 Quantum neural network-2021 We have this notebook sample that demonstrates the different generic quantum neural network (QNN) implementations providedin Qiskit Machine Learning. The networks are meant as application-agnostic computational units that can be used for many different use cases https://github.com/vijaymohire/q uantum/blob/main/Quantum- NeuralNW.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/Quantum- NeuralNW.pdf 6 Hybrid quantum- classical Neural Networks-2021 Hybrid quantum-classical Neural Networks with PyTorch and Qiskit. We explore how a classical neural network can be partially quantized to create a hybrid quantum-classical neural network https://github.com/vijaymohire/q uantum/blob/main/Hybrid%20qua ntum- classical%20NNW%20with%20PyT orch%20and%20Qiskit.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/IBM%20Qiskit %20-%20Hybrid%20quantum- classical%20NN%20with%20PyTor ch%20and%20Qiskit.pdf 7 Grover's Algo- 2021 Grover's Algorithm using 2 qubit to test the probability of the base state values run in real quantum machine https://github.com/vijaymohire/q uantum/blob/main/GroversAlgo.ip ynb PDF: https://github.com/vijaymohire/q uantum/blob/main/IBM%20Qiskit %20-%20GroversAlgo.pdf 8 Quantum Fourier Transform-2021 Executed QFT sample from link using IBMQuantum lab and Qiskit https://github.com/vijaymohire/q uantum/blob/main/QFT.ipynb
  • 4. PDF: https://github.com/vijaymohire/q uantum/blob/main/IBM%20Qiskit %20-%20Multi- Qubit_Entanglement.pdf 9 Google Cirq Circuits - 2021 Implement basic quantum gates using Google’s Cirq. Google Cirq Circuits demonstration that shows the use of Cirq libraries in designing quantum circuits with qbits and qgates https://github.com/vijaymohire/q uantum/blob/main/Cirq- circuits.ipynb 10 Google Cirq simulation-2021 Google Cirq simulation demonstrates various simulation available, pure and mixed and use of related functions https://github.com/vijaymohire/q uantum/blob/main/Cirq- simulation.ipynb 11 TFQ Hello World- 2021 TFQ "Hello World" sample demo run in Google Colab, demonstrating the capabilities of Cirq and TensorFlow Quantum that enable effective use of Tensorflow and ML for Quantum error correction, which is a big research area https://github.com/vijaymohire/q uantum/blob/main/TensorFlow%2 0Quantum- hello_many_worlds.ipynb 12 Quantum GAN- 2021 Quantum Generative Adversarial Networks with Cirq + TensorFlow https://github.com/vijaymohire/q uantum/blob/main/QGAN%20usin g%20Cirq%20and%20TensorFlow.i pynb 13 Quantum CNN- 2021 Quantum CNN sample runin Google Colab using Tensorflow, Neural Networks and Quantum circuitsfed to the neural networks https://github.com/vijaymohire/q uantum/blob/main/QuantumCNN. ipynb 14 Find Eigen values- 2021 Use of Python to visualize the wave functions and differentenergy levels for a particle in a box using shooting method. Plots offer great visualization of the energylevels. https://github.com/vijaymohire/q uantum/blob/main/Quantum%20 %20Physics- %20Find%20Eigen%20values%20in %20Python.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/Quantum%20 Physics-
  • 5. %20Find%20Eigen%20values%20in %20Python.pdf 15 Quantum ComputingNotes Ver 1.2 - 2022 Collection of academic and course learning https://github.com/vijaymohire/q uantum/blob/main/Quantum%20 Computing%20Notes%20Ver%201. 2.pdf 16 Majorana Zero Modes-2022 Python notebook and PDF, demonstrating Majorana zero modes in a simulated mathematical model and plotting the same https://github.com/vijaymohire/q uantum/blob/main/Majorana%20z ero%20modes.ipynb PDF: https://github.com/vijaymohire/q uantum/blob/main/Majorana%20z ero%20modes.pdf 17 Demo for photonics-2022 PennyLane notebook for photonics using PennyLane libraries and Xanadu cloud for various photon operators like displacement and squeezed state https://github.com/vijaymohire/q uantum/blob/main/demo_photoni c.ipynb 18 Gamma_Function -2022 One of the key maths functions usedin quantum technology. It is often referred to as the generalized factorial, this is a standard as per NIST Digital Library of Mathematical Functions https://dlmf.nist.gov/5.2#E1 https://github.com/vijaymohire/q uantum/blob/main/Gamma_Funct ion.ipynb 19 Boson sampling- 2022 Boson sampling using quantum linear optics, an array of single-photon sources and a multimode linearinterferometer. Use of Xanadu’s Strawberry Fields library. https://github.com/vijaymohire/q uantum/blob/main/Boson%20Sam pling.ipynb 20 Azure Quantum- 2022 Directions to use Azure quantum with few examples using Qiskit and IonQ processors https://github.com/vijaymohire/q uantum/blob/main/Azure%20Qua ntum%20with%20IBM%20Qiskit% 20and%20IonQ%20QPU.pdf 21 Azure Quantum Workspace - 2022 Introduction toAzure Quantum Workspace along with sample example to develop Q# code https://github.com/vijaymohire/q uantum/blob/main/Azure%20Qua ntum%20Workspace.pdf PDF: https://www.slideshare.net/slides
  • 6. hows/azure-quantum-workspace- for-developing-q-based-quantum- circuits/266701455 22 Molecular Hamiltonian - 2022 In computational chemistry,we are typically interestedin finding the ground-state energy (i.e., minimum energy) of a molecule for a given configuration of atomic positions. This is accomplished by finding the lowesteigenvalues and eigenstates of the molecular Hamiltonian. In this notebook, we illustrate how to implement the Variational Quantum Eigensolver (VQE) algorithm in Amazon Braket SDK to compute the potential energy surface (PES) for the Hydrogen molecule. Specifically, we illustrate the following features of Amazon Braket SDK: * `LocalSimulator` which allows one to simulate quantum circuits on their local machine * Construction of the ansatz circuit for VQE in Braket SDK * Computing expectation values of the individual terms in the Hamiltonian in Braket SDK https://github.com/vijaymohire/q uantum/blob/main/VQE_chemistr y_braket.ipynb 23 Qubit Examples- 2022 Various functions andexamplesfor using qubits using functions to initialize, transform, measure and validate the results. Simple maths library like NumPy used. https://github.com/vijaymohire/q uantum/blob/main/Qubit_Exampl es.py 24 Topological quantum computing -2022 Basic concepts of Topological quantum computing. Introduces to Hamiltonian, Eigen values, energy spectrums, Bulk edge, invariants, Kitaev Chain,etc https://github.com/vijaymohire/q uantum/blob/main/Topology_1.ip ynb https://github.com/vijaymohire/q uantum/blob/main/Topology_2.ip ynb 25 Azure Quantum Job-shop-sample- 2022 Job Shop scheduling using Azure Quantum optimization. Problem is mapped to the QUBO model. https://github.com/vijaymohire/q uantum/blob/main/Azure%20Qua ntum%20Job-shop-sample.pdf Disclaimer: All rights are owned by respective owners. We have nointention toinfringe copyrights or brand names. All details, references are foreducational purposes only. For more details, contact: Bhadale IT Pvt. Ltd, email: vijaymohire@gmail.com