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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...
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Quantum Boltzmann Machines: Quantum Models for Probabilistic Learning

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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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Quantum Support Vector Machines: Leveraging Quantum Kernels for Pattern Classification

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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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Creating Quantum Visualizers: Enhancing Quantum Intuition Through Interactive Visual Tools

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Table of Contents Introduction What Are Quantum Visualizers? Why Visualization Matters in Quantum Computing Types of Quantum Visualizations Bloch Sphere Visualizers Circuit Diagrams and Gate Flow Statevector and Amplitude Visualizers Histogram and...

Developing Quantum Web Interfaces: Bridging Quantum Applications with User-Friendly Frontends

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Table of Contents Introduction What Are Quantum Web Interfaces? Why Build Web Interfaces for Quantum Applications? Use Cases for Quantum-Enabled Frontends Architecture Overview Backend-Frontend Separation Choosing Frontend Frameworks RESTful API Design for...

Building End-to-End Quantum Applications: From Problem Definition to Quantum Execution

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Table of Contents Introduction What Is an End-to-End Quantum Application? Identifying Suitable Use Cases Designing the Problem Statement Selecting a Quantum Algorithm Data Encoding Strategies Circuit Construction and Modularization Hybrid Integration with...

Accessing Quantum Cloud APIs: Connecting to Quantum Computers Remotely

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Table of Contents Introduction What Are Quantum Cloud APIs? Why Use Cloud-Based Quantum Platforms? Major Quantum Cloud Providers IBM Quantum and Qiskit Runtime Amazon Braket API and SDK Microsoft Azure Quantum...

Quantum DevOps and Deployment: Building Robust Pipelines for Quantum Software Delivery

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Table of Contents Introduction What Is Quantum DevOps? Why DevOps Is Relevant in Quantum Computing Challenges Unique to Quantum Deployment Quantum Software Delivery Lifecycle Version Control for Quantum Projects Continuous Integration...

Quantum Software Architecture Patterns: Designing Scalable and Maintainable Quantum Applications

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Table of Contents Introduction Why Software Architecture Matters in Quantum Computing Hybrid Quantum-Classical Architecture Pattern Layered Architecture for Quantum Applications Functional Decomposition of Quantum Workflows Variational Algorithm Pattern Data Encoding and...

Quantum Software Engineering Lifecycle: Building Reliable Quantum Applications from Design to Deployment

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Table of Contents Introduction What Is Quantum Software Engineering? Key Differences from Classical Software Development Quantum Software Development Lifecycle (QSDL) Phase 1: Requirement Analysis Phase 2: Algorithm Selection and Feasibility...

Memory Management in Quantum Systems: Managing Qubits and Quantum State Space

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Table of Contents Introduction What Is Memory in Quantum Computing? Classical vs Quantum Memory Quantum State Space and Hilbert Space Size Physical Qubits vs Logical Qubits Memory Usage in Quantum...

Qubit Routing and Compilation: Optimizing Quantum Circuits for Real Hardware

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Table of Contents Introduction What Is Qubit Routing? The Need for Compilation in Quantum Computing Logical vs Physical Qubit Mapping Coupling Constraints in Hardware Overview of Routing Algorithms SWAP Insertion Strategies Routing...

Connectivity Graphs and Constraints: Modeling Hardware Limitations in Quantum Circuits

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Table of Contents Introduction What Is a Connectivity Graph? Why Connectivity Constraints Matter Qubit Coupling in Real Quantum Hardware Representing Hardware with Graphs Types of Hardware Topologies IBM’s Grid and Coupling...

Mapping Circuits to Hardware: Adapting Quantum Algorithms for Physical Architectures

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Table of Contents Introduction What Is Quantum Circuit Mapping? Why Mapping Matters for Real Devices Qubit Connectivity Constraints Coupling Maps and Hardware Topologies Gate Fidelity and Error Awareness Role of SWAP...

Exploring Quantum Cost Metrics: Quantifying Resource Use in Quantum Algorithms

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Table of Contents Introduction What Are Quantum Cost Metrics? Importance of Cost Estimation in Quantum Computing Common Quantum Cost Metrics Gate Count and Depth Qubit Count T-count and Clifford Count Circuit Width...
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