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Quantum Boltzmann Machines: Quantum Models for Probabilistic Learning

Table of Contents Introduction Classical Boltzmann Machines Recap From Classical to Quantum Boltzmann Machines Structure of a Quantum Boltzmann Machine (QBM) Quantum Energy-Based Models Hamiltonian Representation in QBM Quantum States as...

Quantum Support Vector Machines: Leveraging Quantum Kernels for Pattern Classification

Table of Contents Introduction Classical Support Vector Machines (SVMs) Motivation for Quantum SVMs Quantum Kernels in SVMs Quantum Feature Mapping Quantum Kernel Matrix Estimation SVM Decision Function with Quantum Kernels Training Quantum...

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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...

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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...

Documentation and Community Guidelines: Building Inclusive and Usable Quantum Projects

Table of Contents Introduction Why Documentation Matters in Quantum Software Types of Documentation in Quantum Projects Getting Started Guides and Quickstarts API Documentation and Autogenerated References Tutorials and Example Notebooks Inline...

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Superdense Coding

Table of Contents Introduction What Is Superdense Coding? Classical Communication Limits Quantum Advantage in Communication Ingredients Required for Superdense Coding The Entangled Resource: Bell States Step-by-Step Protocol Mathematical Derivation Encoding Operations by Alice Bell...

Quantum Teleportation

Table of Contents Introduction What Is Quantum Teleportation? Misconceptions About Teleportation Why Teleportation Matters Basic Ingredients of Quantum Teleportation The Quantum Circuit Step-by-Step Protocol The Role of Entanglement Mathematical Derivation Measurement and Classical Communication Reconstruction...

Entanglement as a Resource

Table of Contents Introduction What is Quantum Entanglement? Historical Context and EPR Paradox Entanglement vs Classical Correlations Mathematical Representation of Entanglement Bell States and Maximally Entangled States Schmidt Decomposition Criteria for Entanglement Local...

Decoherence Mechanisms

Table of Contents Introduction What is Decoherence? Decoherence vs Relaxation Mathematical Description of Decoherence Open Quantum Systems Density Matrix Formalism The Lindblad Master Equation Loss of Coherence in Superposition States Environmental Coupling Sources of...

Quantum Channels and Noise

Table of Contents Introduction What Are Quantum Channels? Why Study Noise in Quantum Systems? Classical vs Quantum Channels Mathematical Framework: CPTP Maps Kraus Operators Stinespring Dilation Theorem Types of Quantum Noise Depolarizing Channel Bit-Flip...

Fault Tolerance and Threshold Theorem

Table of Contents Introduction Quantum Noise and Fragility What Is Fault Tolerance? Fault Tolerance vs Error Correction Motivation for Fault-Tolerant Quantum Computing Types of Faults in Quantum Circuits Quantum Circuit Fault...

Quantum Error Correction Theory

Table of Contents Introduction Why Quantum Error Correction (QEC) is Needed Quantum Errors vs Classical Errors Principles of Quantum Error Correction Qubit Redundancy and Codewords Quantum Error Models The Three-Qubit Bit-Flip...

Steane Code: A Seven-Qubit Quantum Error Correcting Code

Table of Contents Introduction Motivation for Steane Code Classical Foundations: Hamming Code Quantum Extension of Hamming Code What is the Steane Code? Logical Qubit Encoding Correcting Arbitrary Single-Qubit Errors Codewords of the...

Shor Code: A Nine-Qubit Quantum Error Correcting Code

Table of Contents Introduction Why We Need the Shor Code Basics of Quantum Error Correction The Concept Behind Shor Code What Errors Can Shor Code Correct? Encoding in Shor Code Step-by-Step...

Bit-Flip and Phase-Flip Codes

Table of Contents Introduction Quantum Errors and the Need for Error Correction Overview of Quantum Error Correcting Codes The Bit-Flip Code: Concept Bit-Flip Code Encoding Bit-Flip Code Detection and Correction Bit-Flip...

Quantum Error Models

Table of Contents Introduction Why Error Models Are Crucial Types of Quantum Errors Bit Flip Error Phase Flip Error Bit-Phase Flip Error Amplitude Damping Phase Damping (Dephasing) Depolarizing Channel General Quantum Noise Channels Kraus Operators...

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...