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Quantum Transfer Learning: Leveraging Knowledge Across Tasks in Quantum Machine Learning

Table of Contents Introduction What Is Transfer Learning? Motivation for Transfer Learning in Quantum ML Classical vs Quantum Transfer Learning Types of Quantum Transfer Learning Pretraining Quantum Models Feature Extraction from...

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...

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Quantum Datasets and Benchmarks: Foundations for Evaluating Quantum Machine Learning

Table of Contents Introduction Why Datasets Matter in QML Classical vs Quantum Datasets Synthetic Datasets for Quantum ML Real-World Use Cases for Quantum Datasets Benchmarking in Classical ML vs QML Types...

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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...

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...

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Gauge Symmetry

Table of Contents Introduction Historical Context Symmetry in Physics Global vs Local Symmetries Gauge Symmetry: Core Idea Electromagnetism as a Gauge Theory Gauge Fields and Covariant Derivative U(1) Gauge Symmetry and Quantum...

Perturbation Series and Loop Corrections

Table of Contents Introduction Motivation and Scope of Perturbation Theory Basics of Perturbative Expansion Role in Quantum Field Theory Feynman Diagrams and Expansion in Coupling Constant Orders in Perturbation Theory Tree-Level...

Feynman Diagrams Basics

Table of Contents Introduction Historical Background and Motivation Why Use Feynman Diagrams? Perturbation Theory in QFT Building Blocks of Feynman Diagrams Feynman Rules Overview External Lines and Particle States Propagators Vertices and Coupling...

Quantum Electrodynamics (QED)

Table of Contents Introduction Historical Background and Development Classical Electrodynamics Recap The Need for a Quantum Theory of Electromagnetism QED as a Quantum Field Theory The QED Lagrangian Gauge Symmetry and...

Second Quantization

Table of Contents Introduction First Quantization Recap What is Second Quantization? Motivation and Physical Meaning Fock Space and Quantum States Creation and Annihilation Operators Commutation and Anticommutation Relations Field Operators Operator Algebra Example: Quantization...

Spinors and Gamma Matrices

Table of Contents Introduction What Are Spinors? Motivation from Lorentz Group Representations Spinor Transformation Properties Types of Spinors Dirac Spinors and 4-Component Representation Gamma Matrices and Clifford Algebra Representations of Gamma Matrices Dirac...

Dirac Equation

Table of Contents Introduction Motivation and Historical Context The Need for a Relativistic Wave Equation Inadequacy of the Klein-Gordon Equation Dirac’s Insight: First-Order Equation Mathematical Form of the Dirac Equation Gamma...

Canonical Quantization

Table of Contents Introduction What is Quantization? Classical vs Quantum Descriptions Canonical Quantization: Overview From Classical Mechanics to Field Theory Canonical Variables and Poisson Brackets Field Commutation Relations Scalar Field Quantization Mode Expansion...

Klein-Gordon Field

Table of Contents Introduction Historical Background Relativistic Foundations Derivation of the Klein-Gordon Equation Lagrangian Formulation Euler-Lagrange Equation for Fields Plane Wave Solutions Canonical Quantization Creation and Annihilation Operators Commutation Relations Energy-Momentum Tensor Feynman Propagator Complex Klein-Gordon Field Symmetries...

Classical Field Theory

Table of Contents Introduction Motivation and Overview Fields as Physical Quantities Types of Classical Fields Lagrangian Formulation of Field Theory Euler-Lagrange Equations for Fields Example: Scalar Field Electromagnetic Field as a Classical...

Introduction to Quantum Field Theory

Table of Contents Introduction Motivation and Historical Background From Particles to Fields Relativistic Requirements and Field Quantization Classical Fields vs Quantum Fields Quantization of the Scalar Field Creation and Annihilation Operators Particle...

Interpretations of Quantum Mechanics

Table of Contents Introduction Why Do We Need Interpretations? The Measurement Problem Copenhagen Interpretation Many-Worlds Interpretation (MWI) Pilot-Wave Theory (de Broglie–Bohm Theory) Objective Collapse Theories (GRW and Penrose) Consistent Histories Relational Quantum Mechanics QBism...