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Quantum Natural Language Processing (QNLP): Merging Quantum Computing with Language Understanding

Table of Contents Introduction Why Natural Language Processing Matters Motivation for Quantum NLP Classical NLP Challenges What Is Quantum NLP? DisCoCat Framework: Categorical Compositional Semantics Encoding Words and Sentences as Quantum...

Quantum Machine Learning for Chemistry: A New Paradigm in Molecular Modeling

Table of Contents Introduction Motivation for QML in Chemistry Classical Challenges in Quantum Chemistry What Makes Quantum ML Suitable for Chemistry? Representing Molecular Systems as Quantum Inputs Quantum Feature Maps...

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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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Optimization Techniques in Quantum Machine Learning: SPSA, COBYLA, and Beyond

Table of Contents Introduction Role of Optimization in Quantum Machine Learning Gradient-Based vs Gradient-Free Methods Stochastic Gradient Descent (SGD) Adam Optimizer Simultaneous Perturbation Stochastic Approximation (SPSA) SPSA: Algorithm and Use Cases SPSA...

Backpropagation with Parameter-Shift Rule in Quantum Models

Table of Contents Introduction Need for Gradients in Quantum ML Variational Quantum Circuits and Training Limitations of Classical Backpropagation The Parameter-Shift Rule: Core Concept Mathematical Derivation Conditions for Using Parameter-Shift Rule General...

Training Quantum Models: Optimizing Parameters for Quantum Machine Learning

Table of Contents Introduction What Does Training Mean in Quantum ML? Variational Quantum Circuits (VQCs) as Models Cost Functions and Objective Definitions Forward Pass: Circuit Evaluation Measurement and Output Processing Gradient...

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Introduction to General Relativity: Geometry of Spacetime and Gravitation

Table of Contents Introduction The Limitations of Special Relativity Equivalence Principle From Newtonian Gravity to Geometry Spacetime Curvature Tensors and the Metric Tensor Einstein’s Field Equations Geodesics and Motion in Curved Spacetime Gravitational...

Relativistic Energy and Momentum: Dynamics in the High-Speed Regime

Table of Contents Introduction Classical vs Relativistic Dynamics The Need for Redefining Momentum Four-Momentum and the Relativistic Framework Relativistic Momentum Relativistic Energy Energy-Momentum Relation Mass-Energy Equivalence Invariant Mass and Rest Energy Four-Velocity and Four-Momentum Conservation...

Lorentz Transformations: The Mathematical Heart of Special Relativity

Table of Contents Introduction The Need for a New Transformation Einstein’s Postulates Revisited Galilean vs Lorentz Transformations Derivation of the Lorentz Transformations Time Dilation from Lorentz Transformations Length Contraction from Lorentz...

Special Relativity: Space, Time, and the Structure of Physical Reality

Table of Contents Introduction Historical Background and Motivation Einstein’s Postulates Galilean vs Lorentz Transformations Time Dilation Length Contraction Relativity of Simultaneity Lorentz Transformation Derivation Velocity Addition in Special Relativity Mass-Energy Equivalence Four-Vectors and Minkowski Spacetime Causality...

Classical Waves and Vibrations: Foundations of Oscillatory Motion in Physics

Table of Contents Introduction What Are Vibrations? The Simple Harmonic Oscillator Damped Oscillations Driven Oscillations and Resonance Coupled Oscillators What Are Waves? Mechanical Waves: Transverse and Longitudinal The Wave Equation Wave Parameters: Wavelength, Frequency,...

Electromagnetic Waves and Radiation: Theory, Propagation, and Physical Insight

Table of Contents Introduction What Are Electromagnetic Waves? Derivation from Maxwell’s Equations Wave Equation in Free Space Characteristics of EM Waves Polarization and Vector Nature The Poynting Vector and Radiation Intensity EM...

Maxwell’s Equations in Free Space: A Deep Dive into Electromagnetic Foundations

Table of Contents Introduction Maxwell’s Equations: The Core Set What Is Free Space? Maxwell’s Equations in Free Space Derivation of Wave Equations Plane Wave Solutions Properties of Electromagnetic Waves The Speed of...

Review of Electromagnetism: Fields, Forces, and Foundations of Classical Theory

Table of Contents Introduction Electric Charge and Coulomb’s Law Electric Fields and Gauss’s Law Electric Potential and Energy Conductors and Dielectrics Magnetic Fields and Biot–Savart Law Ampère’s Law and Magnetic Materials Faraday’s...

Thermodynamics and Entropy: Foundations of Irreversibility and Energy Flow

Table of Contents Introduction What Is Thermodynamics? The Four Laws of Thermodynamics Internal Energy and the First Law Work, Heat, and State Functions The Concept of Entropy Entropy and Reversible vs...

Classical Statistical Mechanics: Bridging Microscopic Dynamics and Macroscopic Laws

Table of Contents Introduction What Is Classical Statistical Mechanics? The Need for a Statistical Approach Microstates, Macrostates, and Phase Space Liouville’s Theorem and Probability Conservation Ensembles: Microcanonical, Canonical, and Grand...

Phase Space and Symplectic Geometry: The Geometric Language of Classical Mechanics

Table of Contents Introduction What Is Phase Space? Coordinates in Phase Space Trajectories and Hamiltonian Flow Volume Elements and Liouville’s Theorem What Is Symplectic Geometry? The Symplectic Form Canonical Transformations and Symplectic...

Poisson Brackets and Constants of Motion: Algebraic Foundations of Classical Dynamics

Table of Contents Introduction What Are Poisson Brackets? Mathematical Definition Physical Meaning Properties of Poisson Brackets The Role in Hamilton’s Equations Poisson Brackets and Constants of Motion Symmetries and Noether's Theorem Common Poisson...