Quantum 101

HomeQuantum 101

Cross-Validation for Quantum Models: Enhancing Reliability in Quantum Machine Learning

Table of Contents Introduction Why Cross-Validation Matters in QML Classical Cross-Validation Refresher Challenges in Quantum Cross-Validation Quantum-Specific Noise and Variance k-Fold Cross-Validation in Quantum Context Leave-One-Out and Holdout Validation Data Splitting and...

Analyzing Complexity in Quantum Machine Learning: Theoretical Foundations and Practical Implications

Table of Contents Introduction Importance of Complexity Analysis in QML Classical Complexity Basics Quantum Complexity Classes Relevant to QML BQP, QMA, and QML Algorithms Time and Space Complexity in QML Circuit...

― Advertisement ―

spot_img

Barren Plateaus and Training Issues in Quantum Machine Learning

Table of Contents Introduction What Are Barren Plateaus? Origins of Barren Plateaus in QML Mathematical Definition and Implications Why Barren Plateaus Hinder Training Expressibility vs Trainability Trade-off Quantum Circuit Depth and...

More News

Quantum Feature Selection: Identifying Relevant Inputs for Quantum Machine Learning

Table of Contents Introduction Importance of Feature Selection in Machine Learning Challenges in Quantum Feature Selection Quantum Feature Maps and Encoding High-Dimensional Classical Features in QML Role of Feature Selection...

Quantum Overfitting and Regularization: Enhancing Generalization in Quantum Models

Table of Contents Introduction What Is Overfitting in Machine Learning? Manifestation of Overfitting in Quantum Models Sources of Overfitting in Quantum Machine Learning Variational Quantum Circuits and Model Complexity Role...

Gradient Descent in Quantum Landscapes: Navigating Optimization in Quantum Machine Learning

Table of Contents Introduction Understanding Quantum Loss Landscapes What Is Gradient Descent? Role of Gradients in Quantum Circuit Training Challenges Unique to Quantum Landscapes Variational Quantum Circuits and Cost Minimization The...

Explore more

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...

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...