Quantum 101

HomeQuantum 101

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...

― Advertisement ―

spot_img

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...

More News

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...

Explore more

Hermitian Operators: Foundations of Quantum Observables

Table of Contents Introduction What Are Operators in Quantum Mechanics? Definition of Hermitian Operators Mathematical Properties Physical Significance Hermitian vs Non-Hermitian Operators Spectral Theorem and Diagonalization Examples of Hermitian Operators Eigenvalues and Eigenfunctions Inner...

Observables and Measurements: Extracting Physical Reality from Quantum States

Table of Contents Introduction The Role of Observables in Quantum Theory Mathematical Representation of Observables Hermitian Operators and Their Properties Measurement Postulate Eigenvalues as Measurement Outcomes Projection Postulate and State Collapse Expectation...

The Born Rule: From Amplitudes to Measurable Probabilities

Table of Contents Introduction Historical Background What Is the Born Rule? Mathematical Statement Connection to Probability Amplitudes Normalization and Completeness Interpretation of the Wavefunction Experimental Validation Role in the Measurement Process Born Rule in...

Probability Amplitudes: The Core of Quantum Prediction

Table of Contents Introduction What Are Probability Amplitudes? Mathematical Definition Born Rule and Measurement Superposition Principle Inner Products and Transition Amplitudes Amplitudes in Different Representations Probability Densities and Continuum States Normalization and Orthogonality Interference...

Schrödinger Equation (Time-Independent): The Cornerstone of Quantum Bound States

Table of Contents Introduction The Schrödinger Equation Framework Time-Dependent vs Time-Independent Equations Derivation from Separation of Variables Mathematical Form of the Time-Independent Schrödinger Equation Physical Interpretation Boundary Conditions and Normalization One-Dimensional Potential...

State Vectors and Operators: The Language of Quantum Mechanics

Table of Contents Introduction Quantum States and Hilbert Space Bra-Ket Notation Properties of State Vectors Orthogonality and Completeness Observables as Operators Hermitian Operators and Measurement Eigenvalues and Eigenvectors Expectation Values and Variance Operator Algebra Commutators...

Postulates of Quantum Mechanics: Foundations of the Quantum World

Table of Contents Introduction Why Postulates? Postulate 1: State Vector and Hilbert Space Postulate 2: Observables and Operators Postulate 3: Measurement and Expectation Values Postulate 4: Time Evolution and Schrödinger...

Bohr Model of Hydrogen: Quantizing the Atom

Table of Contents Introduction Historical Context and the Failure of Classical Models Basic Postulates of Bohr’s Model Quantization of Angular Momentum Energy Levels of the Hydrogen Atom Spectral Lines and...

Double-Slit Experiment: The Signature of Quantum Mechanics

Table of Contents Introduction Historical Background Classical Wave Behavior Young’s Original Experiment Single-Photon and Single-Electron Double-Slit Experiments Interference Patterns and Quantum Superposition Quantum Mechanical Description Probability Amplitudes and the Born Rule Which-Path Information...

Compton Scattering: The Particle Nature of Light Confirmed

Table of Contents Introduction Historical Background What Is Compton Scattering? Classical Wave Prediction Compton’s Experiment Derivation of the Compton Shift Key Equations and Interpretation Conservation of Energy and Momentum The Compton Wavelength Experimental Validation Implications...

Wave-Particle Duality: The Dual Nature of Matter and Light

Table of Contents Introduction Historical Context Light as a Wave Light as a Particle The Double-Slit Experiment de Broglie’s Hypothesis Matter Waves and Electron Diffraction Wave-Particle Duality of Photons Wave-Particle Duality of Electrons Interference...

Photoelectric Effect: Evidence for Light Quanta

Table of Contents Introduction What Is the Photoelectric Effect? Classical Prediction and Its Failure Experimental Observations Einstein’s Quantum Hypothesis Mathematical Description Threshold Frequency and Work Function Kinetic Energy of Emitted Electrons Role of...