Quantum 101

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Quantum GANs – Generative Adversarial Networks: Quantum Approaches to Data Generation

Table of Contents Introduction Classical GANs: A Brief Overview Motivation for Quantum GANs Structure of a Quantum GAN (QGAN) Quantum Generator: Circuit-Based Design Quantum Discriminator Options Hybrid Classical-Quantum Architectures Objective Functions and...

Quantum Principal Component Analysis (qPCA): Dimensionality Reduction with Quantum States

Table of Contents Introduction What Is Principal Component Analysis (PCA)? Motivation for Quantum PCA Quantum Representation of Covariance Matrices The qPCA Algorithm: Core Ideas Quantum Density Matrix as Covariance Proxy Step-by-Step...

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Classical vs Quantum ML Approaches: A Comparative Overview

Table of Contents Introduction Defining Classical Machine Learning Defining Quantum Machine Learning Theoretical Foundations of Classical ML Theoretical Foundations of Quantum ML Data Representation in Classical vs Quantum ML Model Architectures...

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Introduction to Quantum Machine Learning: Merging Quantum Computing with AI

Table of Contents Introduction What Is Quantum Machine Learning (QML)? Why Combine Quantum and Machine Learning? Key Concepts Behind QML Qubits, Superposition, and Entanglement Classical vs Quantum ML Pipelines Data Encoding...

Capstone Project: Develop and Deploy a Real Quantum App

Table of Contents Introduction Project Objectives Choosing a Problem Domain Formulating a Research or Application Goal Selecting the Right Quantum Algorithm Data Preparation and Encoding Strategies Designing the Quantum Circuit Integrating Classical...

Software Licensing in Quantum Ecosystems: Navigating Open-Source and Commercial Collaboration

Table of Contents Introduction Importance of Licensing in Quantum Software Common Open-Source Licenses in Quantum Projects MIT License: Simplicity and Freedom Apache 2.0: Modern, Enterprise-Friendly Licensing BSD 3-Clause and 2-Clause...

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No-Cloning Theorem

Table of Contents Introduction Motivation and Context Classical Copying vs Quantum Copying Statement of the No-Cloning Theorem Mathematical Proof of the No-Cloning Theorem Implications of the Theorem Linearity and Unitarity in...

Measurement and Error Sources in Quantum Computing

Table of Contents Introduction Measurement in Quantum Mechanics Quantum Measurement Postulates Projective Measurement Measurement in the Computational Basis Quantum Measurement and Collapse Measurement Probability and Born Rule Measurement Circuits in Quantum Computing Non-Destructive...

Quantum Walks

Table of Contents Introduction Classical Random Walks Overview Motivation for Quantum Walks What Are Quantum Walks? Discrete-Time vs Continuous-Time Quantum Walks Mathematical Framework Coined Quantum Walks Quantum Coin Operators Shift (Step) Operators Unitary Evolution...

Amplitude Amplification

Table of Contents Introduction Motivation and Background What Is Amplitude Amplification? Relationship to Grover's Algorithm General Form of Amplitude Amplification Oracle and Reflection Operators Mathematical Foundation Amplitude Amplification Operator The Grover Iterate as...

Phase Estimation Algorithm

Table of Contents Introduction Motivation and Applications Problem Statement Mathematical Background Quantum Phase Estimation: Goal Overview of the Algorithm Unitary Operators and Eigenstates Phase Encoding via Controlled Operations Quantum Fourier Transform in Phase...

Quantum Fourier Transform (QFT)

Table of Contents Introduction Classical Fourier Transform Background Motivation for Quantum Fourier Transform Definition of QFT Mathematical Formulation Action on Quantum Basis States Inverse Quantum Fourier Transform Comparison to Classical FFT Circuit Construction Hadamard...

Shor’s Factoring Algorithm

Table of Contents Introduction Background: Integer Factorization Problem Classical Complexity Quantum Advantage and Shor’s Breakthrough Problem Statement High-Level Overview of Shor's Algorithm Mathematical Foundations Role of Modular Arithmetic Reduction to Order Finding Quantum Order...

Quantum Oracle Design

Table of Contents Introduction What Is a Quantum Oracle? Role in Quantum Algorithms Oracle as a Black Box Mathematical Definition Oracle for Boolean Functions Oracle Types: Phase and Bit Flip Oracle in...

Grover’s Search Algorithm

Table of Contents Introduction The Unstructured Search Problem Classical Complexity Quantum Speedup with Grover’s Algorithm Problem Statement Oracle Design in Grover’s Algorithm Amplitude Amplification Intuition High-Level Steps of the Algorithm Initial State Preparation Applying...

Simon’s Algorithm

Table of Contents Introduction Problem Overview Classical vs Quantum Approach Mathematical Formulation The Oracle Promise Simon's Problem Statement High-Level Idea of Simon’s Algorithm Oracle Structure and Functionality Input and Output Qubit Registers Quantum Circuit...

Bernstein-Vazirani Algorithm

Table of Contents Introduction Problem Statement Classical Complexity Quantum Speedup Overview Mathematical Formulation Structure of the Oracle Quantum Circuit Layout Initial State Preparation Hadamard Transform Oracle Encoding of the Secret String Final Hadamard and Measurement Output...

Deutsch-Jozsa Algorithm

Table of Contents Introduction Background and Motivation Problem Statement Classical vs Quantum Complexity The Deutsch-Jozsa Oracle Structure of the Algorithm Input and Output Qubits Initial State Preparation Applying Hadamard Transform Oracle Application in Superposition Final...