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Explainability and Interpretability in Quantum Machine Learning

Table of Contents Introduction Why Interpretability Matters in Machine Learning Unique Challenges in Explaining Quantum Models Definitions: Explainability vs Interpretability Black-Box Nature of Quantum Circuits Quantum Measurement and Information Loss Interpretable...

Quantum Machine Learning in Image Recognition: A New Frontier in Visual Intelligence

Table of Contents Introduction Why Image Recognition Matters Classical Challenges in Visual AI Quantum Advantages for Image Processing Encoding Images into Quantum Circuits Angle, Basis, and Amplitude Encoding Quantum Feature Extraction Variational...

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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...

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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...

Auto-Differentiation in Quantum Circuits: Enabling Gradient-Based Quantum Machine Learning

Table of Contents Introduction What Is Auto-Differentiation? Why Gradients Matter in Quantum ML Variational Quantum Circuits and Parameter Training Challenges of Differentiation in Quantum Systems Classical vs Quantum Auto-Differentiation Forward and...

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Probability Amplitudes: The Core of Quantum Prediction

Table of Contents Introduction What Are Probability Amplitudes? Mathematical Definition Born Rule and Measurement Superposition Principle Inner Products and Transition Amplitudes Amplitudes in Different Representations Probability Densities and Continuum States Normalization and Orthogonality Interference...

Schrödinger Equation (Time-Independent): The Cornerstone of Quantum Bound States

Table of Contents Introduction The Schrödinger Equation Framework Time-Dependent vs Time-Independent Equations Derivation from Separation of Variables Mathematical Form of the Time-Independent Schrödinger Equation Physical Interpretation Boundary Conditions and Normalization One-Dimensional Potential...

State Vectors and Operators: The Language of Quantum Mechanics

Table of Contents Introduction Quantum States and Hilbert Space Bra-Ket Notation Properties of State Vectors Orthogonality and Completeness Observables as Operators Hermitian Operators and Measurement Eigenvalues and Eigenvectors Expectation Values and Variance Operator Algebra Commutators...

Postulates of Quantum Mechanics: Foundations of the Quantum World

Table of Contents Introduction Why Postulates? Postulate 1: State Vector and Hilbert Space Postulate 2: Observables and Operators Postulate 3: Measurement and Expectation Values Postulate 4: Time Evolution and Schrödinger...

Bohr Model of Hydrogen: Quantizing the Atom

Table of Contents Introduction Historical Context and the Failure of Classical Models Basic Postulates of Bohr’s Model Quantization of Angular Momentum Energy Levels of the Hydrogen Atom Spectral Lines and...

Double-Slit Experiment: The Signature of Quantum Mechanics

Table of Contents Introduction Historical Background Classical Wave Behavior Young’s Original Experiment Single-Photon and Single-Electron Double-Slit Experiments Interference Patterns and Quantum Superposition Quantum Mechanical Description Probability Amplitudes and the Born Rule Which-Path Information...

Compton Scattering: The Particle Nature of Light Confirmed

Table of Contents Introduction Historical Background What Is Compton Scattering? Classical Wave Prediction Compton’s Experiment Derivation of the Compton Shift Key Equations and Interpretation Conservation of Energy and Momentum The Compton Wavelength Experimental Validation Implications...

Wave-Particle Duality: The Dual Nature of Matter and Light

Table of Contents Introduction Historical Context Light as a Wave Light as a Particle The Double-Slit Experiment de Broglie’s Hypothesis Matter Waves and Electron Diffraction Wave-Particle Duality of Photons Wave-Particle Duality of Electrons Interference...

Photoelectric Effect: Evidence for Light Quanta

Table of Contents Introduction What Is the Photoelectric Effect? Classical Prediction and Its Failure Experimental Observations Einstein’s Quantum Hypothesis Mathematical Description Threshold Frequency and Work Function Kinetic Energy of Emitted Electrons Role of...

Blackbody Radiation: The Birthplace of Quantum Theory

Table of Contents Introduction What Is a Blackbody? Classical Approach and the Ultraviolet Catastrophe Rayleigh–Jeans Law and Its Limitations Wien’s Empirical Law Planck’s Quantum Hypothesis Derivation of Planck’s Law Energy Quantization and...

Origins of Quantum Theory: The Revolution That Redefined Physics

Table of Contents Introduction The Classical Crisis: Failure of Classical Physics Blackbody Radiation and Planck’s Hypothesis The Photoelectric Effect and Einstein’s Light Quanta Atomic Spectra and Bohr’s Model Compton Scattering...

Programming in Python and Julia for Physics: High-Level Languages for Scientific Computing

Table of Contents Introduction Why Python and Julia for Physics? Core Language Features for Scientific Computing Numerical Computing in Python Symbolic and Analytical Computation in Python Visualization with Python Julia's Philosophy...