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Cross-Validation for Quantum Models: Enhancing Reliability in Quantum Machine Learning

Table of Contents Introduction Why Cross-Validation Matters in QML Classical Cross-Validation Refresher Challenges in Quantum Cross-Validation Quantum-Specific Noise and Variance k-Fold Cross-Validation in Quantum Context Leave-One-Out and Holdout Validation Data Splitting and...

Analyzing Complexity in Quantum Machine Learning: Theoretical Foundations and Practical Implications

Table of Contents Introduction Importance of Complexity Analysis in QML Classical Complexity Basics Quantum Complexity Classes Relevant to QML BQP, QMA, and QML Algorithms Time and Space Complexity in QML Circuit...

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Barren Plateaus and Training Issues in Quantum Machine Learning

Table of Contents Introduction What Are Barren Plateaus? Origins of Barren Plateaus in QML Mathematical Definition and Implications Why Barren Plateaus Hinder Training Expressibility vs Trainability Trade-off Quantum Circuit Depth and...

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Quantum Feature Selection: Identifying Relevant Inputs for Quantum Machine Learning

Table of Contents Introduction Importance of Feature Selection in Machine Learning Challenges in Quantum Feature Selection Quantum Feature Maps and Encoding High-Dimensional Classical Features in QML Role of Feature Selection...

Quantum Overfitting and Regularization: Enhancing Generalization in Quantum Models

Table of Contents Introduction What Is Overfitting in Machine Learning? Manifestation of Overfitting in Quantum Models Sources of Overfitting in Quantum Machine Learning Variational Quantum Circuits and Model Complexity Role...

Gradient Descent in Quantum Landscapes: Navigating Optimization in Quantum Machine Learning

Table of Contents Introduction Understanding Quantum Loss Landscapes What Is Gradient Descent? Role of Gradients in Quantum Circuit Training Challenges Unique to Quantum Landscapes Variational Quantum Circuits and Cost Minimization The...

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Clebsch–Gordan Coefficients: Combining Quantum States

Table of Contents Introduction Motivation for Combining Angular Momenta Coupled and Uncoupled Bases What Are Clebsch–Gordan Coefficients? Mathematical Definition Orthogonality and Normalization How to Read and Use CG Coefficients Clebsch–Gordan Series Explicit Examples CG...

Addition of Angular Momentum in Quantum Mechanics

Table of Contents Introduction Why Add Angular Momenta? Individual Angular Momenta Total Angular Momentum Operator Commutation Relations and Conservation Allowed Values of Total Angular Momentum ( J ) Clebsch–Gordan Coefficients Coupled vs...

Spherical Harmonics: Angular Solutions in Quantum Mechanics

Table of Contents Introduction Why Spherical Harmonics Matter Definition and Notation The Angular Part of the Schrödinger Equation Associated Legendre Polynomials Mathematical Expression of Spherical Harmonics Properties and Symmetries Orthogonality and Normalization Quantum...

Pauli Matrices: Building Blocks of Spin and Qubits

Table of Contents Introduction What Are Pauli Matrices? Matrix Definitions Algebraic Properties Commutation and Anticommutation Relations Eigenvalues and Eigenvectors Geometrical Interpretation Pauli Matrices and Spin Operators Rotations in Spin Space Pauli Matrices in Quantum...

Spin and Spin Operators: Intrinsic Angular Momentum in Quantum Mechanics

Table of Contents Introduction What Is Spin? Spin vs Orbital Angular Momentum Mathematical Description of Spin Spin Quantum Numbers Spin Operators and Pauli Matrices Spin Eigenstates and Measurements Commutation Relations and Algebra Spin...

Angular Momentum Operators in Quantum Mechanics

Table of Contents Introduction Classical vs Quantum Angular Momentum Angular Momentum in Quantum Mechanics Commutation Relations of Angular Momentum Operators Ladder Operators ( L_+ ) and ( L_- ) Eigenstates...

Radial Equations and Quantum Numbers: Unraveling Atomic Structure

Table of Contents Introduction Central Potentials and Radial Schrödinger Equation Separation of Variables in Spherical Coordinates Angular Momentum and the Centrifugal Term Redefining the Radial Equation Effective Potential and Physical...

Hydrogen Atom in 3D: Quantum Structure of the Simplest Atom

Table of Contents Introduction Importance of the Hydrogen Atom Classical vs Quantum Models The Coulomb Potential and Central Force Problem Schrödinger Equation in 3D Spherical Coordinates Separation of Variables Radial and...

Free Particle Solutions: Quantum Motion Without Potential

Table of Contents Introduction The Classical vs Quantum View of Free Motion The Concept of a Free Particle in Quantum Mechanics Schrödinger Equation for a Free Particle General Plane...

Coherent States: Bridging Quantum and Classical Worlds

Table of Contents Introduction What Are Coherent States? The Harmonic Oscillator Framework Definition via Displacement Operator Definition as Eigenstates of the Annihilation Operator Properties of Coherent States Uncertainty Minimization and Gaussian...

Quantum Harmonic Oscillator: A Foundation of Quantum Systems

Table of Contents Introduction Classical vs Quantum Oscillator Potential and Schrödinger Equation Dimensionless Variables and Rescaling Series Solution and Hermite Polynomials Energy Quantization Wavefunctions and Normalization Probability Densities and Node Structure Ladder Operators:...

Delta Function Potential: A Minimalist Quantum Well

Table of Contents Introduction Dirac Delta Function in Physics Delta Function Potential Definition Schrödinger Equation with Delta Potential Bound State Solution for Attractive Delta Potential Normalization and Energy of the...