My key hands-on projects in Quantum, and QAI
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The document outlines various quantum technology projects completed by Vijayananda Mohire, highlighting hands-on experience using different quantum computing libraries such as IBM Qiskit, Google Cirq, and Azure Quantum. It includes a list of 25 key projects from 2021 to 2022, each with a brief description and links to associated GitHub repositories and PDFs. The projects cover a range of topics, including quantum circuits, machine learning, and quantum algorithms.
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