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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...

Variational Quantum Classifiers: A Hybrid Approach to Quantum Machine Learning

Table of Contents Introduction What Are Variational Quantum Classifiers (VQCs)? Why Use Variational Circuits for Classification? Key Components of a VQC Quantum Data Encoding Ansatz Design for Classification Measurement and Output...

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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...

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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...

Quantum Code Reviews: Ensuring Quality and Reliability in Quantum Software Development

Table of Contents Introduction Why Code Reviews Are Crucial in Quantum Computing Unique Aspects of Reviewing Quantum Code Setting Up a Review Process for Quantum Teams Reviewer Responsibilities and...

Real-Time Quantum Experiments with Qiskit Runtime: Accelerating Hybrid Workflows on IBM QPUs

Table of Contents Introduction What Is Qiskit Runtime? Benefits of Qiskit Runtime for Real-Time Experiments Architectural Overview Supported Quantum Algorithms and Use Cases Runtime Programs: Prebuilt and Custom Setting Up Access...

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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...

Canonical Transformations: Preserving Structure in Hamiltonian Mechanics

Table of Contents Introduction What Are Canonical Transformations? Motivation: Why Use Canonical Transformations? The Symplectic Structure Poisson Brackets and Invariance The Fundamental Condition for Canonicity Examples of Canonical Transformations Generating Functions: The...

Principle of Least Action: Nature’s Optimization Blueprint

Table of Contents Introduction What Is Action in Physics? The Principle of Least Action Historical Development Action and the Lagrangian Deriving the Euler-Lagrange Equation Physical Meaning: Why Minimize Action? Examples of Least...

Hamiltonian Mechanics: Energy-Based Reformulation of Classical Physics

Table of Contents Introduction From Lagrangian to Hamiltonian The Hamiltonian Function Phase Space and Generalized Momentum Deriving Hamilton’s Equations Simple Example: Harmonic Oscillator Hamiltonian vs Lagrangian Mechanics Symmetries and Conservation Laws Poisson Brackets Canonical...

Lagrangian Mechanics: A New Perspective on Motion

Table of Contents Introduction Why Go Beyond Newton? Generalized Coordinates Principle of Least Action The Lagrangian Function Euler-Lagrange Equation Simple Example: Free Particle Simple Harmonic Oscillator in Lagrangian Formalism Atwood Machine via Lagrangian Constraints...

Classical Oscillators: Dynamics of Simple, Damped, and Driven Systems

Table of Contents Introduction What Is an Oscillator? The Simple Harmonic Oscillator (SHO) Equation of Motion for SHO Energy in Simple Harmonic Motion Phase Space Representation Damped Harmonic Oscillator Driven Harmonic Oscillator Resonance...

Central Force Problems: Motion Under Central Potentials in Classical and Quantum Mechanics

Table of Contents Introduction What is a Central Force? Characteristics of Central Forces Equations of Motion in Central Force Fields Conservation Laws in Central Force Problems Effective Potential and Radial...

Newtonian Systems and Laws of Motion

Table of Contents Introduction What Is a Newtonian System? Newton’s Three Laws of Motion Concept of Inertial Frames Force and Mass: The Core Ingredients Types of Forces in Newtonian Mechanics Free...

Review of Classical Mechanics: Foundations of Motion and Forces

Table of Contents Introduction Historical Context and Importance Kinematics: Describing Motion Newton’s Laws of Motion Work, Energy, and Power Conservation Laws Rotational Dynamics Oscillatory Motion and Harmonic Systems Central Forces and Planetary Motion Lagrangian...