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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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Group Theory for Physicists: Symmetry, Structure, and Conservation Laws

Table of Contents Introduction What Is Group Theory? Definitions: Groups, Subgroups, and Cosets Homomorphisms and Isomorphisms Group Actions and Orbits Symmetry in Physics Permutation Groups and Parity Lie Groups and Lie Algebras Representations...

Stochastic Processes: Modeling Random Evolution Over Time

Table of Contents Introduction What Is a Stochastic Process? Index Sets and State Spaces Types of Stochastic Processes Stationarity and Ergodicity Markov Processes Discrete-Time Markov Chains Continuous-Time Markov Processes Poisson Processes Birth-Death Processes Brownian Motion...

Statistical Distributions: Describing Data and Random Processes

Table of Contents Introduction What Is a Statistical Distribution? Types of Distributions: Discrete vs Continuous Probability Mass Functions (PMFs) Probability Density Functions (PDFs) Cumulative Distribution Function (CDF) Bernoulli and Binomial Distributions Poisson...

Probability Theory Fundamentals: Understanding Uncertainty in Mathematics and Physics

Table of Contents Introduction What Is Probability? Sample Spaces and Events Axioms of Probability Conditional Probability Bayes’ Theorem Independent and Dependent Events Random Variables: Discrete and Continuous Probability Distributions Expectation and Variance Common Discrete Distributions Common...

Partial Differential Equations (PDEs): Mathematical Foundations of Multivariable Dynamics

Table of Contents Introduction What Are Partial Differential Equations? Order, Linearity, and Classification First-Order PDEs Method of Characteristics Second-Order Linear PDEs Classification: Elliptic, Parabolic, Hyperbolic Canonical Forms and Transformation of Variables The Heat...

Ordinary Differential Equations (ODEs): Foundations, Methods, and Applications

Table of Contents Introduction What Is an Ordinary Differential Equation? Order and Linearity First-Order ODEs Separable Equations Linear First-Order Equations Exact Equations and Integrating Factors Second-Order Linear ODEs Homogeneous and Inhomogeneous Equations Characteristic Equation...

Delta Function and Distributions: Foundations for Generalized Function Theory

Table of Contents Introduction Motivation: Beyond Classical Functions The Dirac Delta Function Properties of the Delta Function Representations and Approximations Delta Function in Multiple Dimensions Derivatives of the Delta Function Heaviside Step...

Fourier Series and Transforms: Analyzing Signals in Time and Frequency

Table of Contents Introduction Motivation: Why Fourier Analysis? Fourier Series: Periodic Function Decomposition Orthogonality of Trigonometric Functions Fourier Coefficients Convergence of Fourier Series Even and Odd Functions Complex Exponential Form of Fourier...

Complex Numbers and Functions: Foundations for Quantum and Analytical Physics

Table of Contents Introduction What Are Complex Numbers? Algebra of Complex Numbers Complex Plane and Polar Representation Euler’s Formula and Roots of Unity Complex Functions: Definition and Examples Analytic Functions and...

Matrices in Physics: Mathematical Tools for Modeling and Analysis

Table of Contents Introduction What Is a Matrix? Matrix Operations Recap Matrix Representation of Linear Systems Matrices in Classical Mechanics Matrices in Electrodynamics Rotation Matrices and Coordinate Transformations Inertia Tensor in Rigid...

Eigenvalue Problems: Understanding Structure Through Linear Operators

Table of Contents Introduction What Are Eigenvalues and Eigenvectors? The Characteristic Equation Computing Eigenvalues and Eigenvectors Geometric Interpretation Diagonalization and Similarity Transformations Defective Matrices and Jordan Form Applications of Eigenvalue Problems Spectral Theorem Hermitian...

Vector Spaces and Inner Products: Foundations of Linear Structure and Geometry

Table of Contents Introduction What Is a Vector Space? Axioms of Vector Spaces Subspaces and Spanning Sets Linear Independence and Basis Dimension and Coordinate Systems Inner Product: Definition and Properties Examples of...