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Quantum Boltzmann Machines: Quantum Models for Probabilistic Learning

Table of Contents Introduction Classical Boltzmann Machines Recap From Classical to Quantum Boltzmann Machines Structure of a Quantum Boltzmann Machine (QBM) Quantum Energy-Based Models Hamiltonian Representation in QBM Quantum States as...

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...

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Introduction to Quantum Machine Learning: Merging Quantum Computing with AI

Table of Contents Introduction What Is Quantum Machine Learning (QML)? Why Combine Quantum and Machine Learning? Key Concepts Behind QML Qubits, Superposition, and Entanglement Classical vs Quantum ML Pipelines Data Encoding...

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Capstone Project: Develop and Deploy a Real Quantum App

Table of Contents Introduction Project Objectives Choosing a Problem Domain Formulating a Research or Application Goal Selecting the Right Quantum Algorithm Data Preparation and Encoding Strategies Designing the Quantum Circuit Integrating Classical...

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...

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...

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Quantum Harmonic Oscillator: A Foundation of Quantum Systems

Table of Contents Introduction Classical vs Quantum Oscillator Potential and Schrödinger Equation Dimensionless Variables and Rescaling Series Solution and Hermite Polynomials Energy Quantization Wavefunctions and Normalization Probability Densities and Node Structure Ladder Operators:...

Delta Function Potential: A Minimalist Quantum Well

Table of Contents Introduction Dirac Delta Function in Physics Delta Function Potential Definition Schrödinger Equation with Delta Potential Bound State Solution for Attractive Delta Potential Normalization and Energy of the...

Step Potential and Barriers: Quantum Reflection and Transmission

Table of Contents Introduction Classical vs Quantum Behavior Step Potential Definition Regions and Wavefunction Forms Solving the Schrödinger Equation Case 1: ( E > V_0 ) — Partial Transmission Case 2:...

Quantum Tunneling: Escaping the Classically Forbidden

Table of Contents Introduction Classical vs Quantum View of Barriers What Is Quantum Tunneling? Mathematical Description Tunneling Through a Rectangular Potential Barrier Transmission and Reflection Coefficients Probability Current and Flux Conservation Tunneling...

Finite Square Well: Quantum Bound States and Tunneling

Table of Contents Introduction Physical Setup of the Finite Square Well Mathematical Formulation Schrödinger Equation in Different Regions Bound State Conditions Even and Odd Solutions Transcendental Equations for Energy Levels Number of...

Infinite Potential Well: Quantization in a Box

Table of Contents Introduction Concept of the Infinite Square Well Mathematical Formulation Schrödinger Equation Inside the Well Boundary Conditions and Wavefunction Form Quantized Energy Levels Normalized Wavefunctions Probability Distributions and Nodes Expectation Values...

Quantum Dynamics: Time Evolution of Quantum Systems

Table of Contents Introduction What Is Quantum Dynamics? Schrödinger Equation and Time Evolution Unitary Evolution and the Role of the Hamiltonian Schrödinger, Heisenberg, and Interaction Pictures Evolution of Wavefunctions Evolution of...

Interaction Picture: Bridging Schrödinger and Heisenberg Frameworks

Table of Contents Introduction Motivation for the Interaction Picture Schrödinger vs Heisenberg vs Interaction Picture Definition of the Interaction Picture Time Evolution in the Interaction Picture State Vector Evolution Operator Evolution The...

Heisenberg Picture: Observables in Motion

Table of Contents Introduction Schrödinger vs Heisenberg Picture Core Idea of the Heisenberg Picture Time Evolution of Operators Heisenberg Equation of Motion Constant State Vectors Time Evolution of Expectation Values Comparison with...

Time Evolution: Schrödinger Picture in Quantum Mechanics

Table of Contents Introduction Quantum Time Evolution Overview Schrödinger vs Heisenberg Pictures The Time-Dependent Schrödinger Equation (TDSE) Hamiltonian and the Generator of Time Evolution Time Evolution Operator Properties of the Evolution...

Uncertainty Principles: Limits to Knowledge in Quantum Mechanics

Table of Contents Introduction Origins of the Uncertainty Principle Heisenberg's Thought Experiment Mathematical Formulation Generalized Uncertainty Principle Position-Momentum Uncertainty Energy-Time Uncertainty Angular Momentum and Angular Position Spin Components and Uncertainty Interpretation and Physical Meaning Uncertainty...

Commutation Relations: Algebra of Quantum Observables

Table of Contents Introduction Operators and Observables Definition of Commutator Mathematical Properties of Commutators Canonical Commutation Relations Position-Momentum Commutation Angular Momentum Commutation Relations Spin and Pauli Matrices Consequences for Measurement Commutators and Uncertainty Principle Lie...