Quantum 101

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Quantum ML Use Cases in Industry: Real-World Applications of Quantum-Enhanced Learning

Table of Contents Introduction Why Industry Is Exploring QML QML in Finance QML in Pharmaceuticals and Healthcare QML in Manufacturing and Logistics QML in Cybersecurity QML in Energy and Materials Science QML...

Developing an End-to-End Quantum Machine Learning Application

Table of Contents Introduction Vision and Use Case Definition Data Pipeline Setup Feature Engineering for Quantum Encoding Quantum Circuit Design Hybrid Model Architecture Training Strategy and Optimization Evaluation Metrics and Baseline Comparison Hardware...

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Hands-On Quantum Machine Learning with PennyLane

Table of Contents Introduction Why PennyLane for QML? Installation and Setup PennyLane Architecture and Philosophy Devices and Backends Constructing Quantum Circuits Encoding Classical Data into Quantum States Variational Quantum Circuits (VQCs) Building a...

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Experimenting with Quantum Machine Learning in Qiskit

Table of Contents Introduction Why Use Qiskit for QML? Qiskit Machine Learning Overview Installing and Setting Up Qiskit ML Qiskit Data Encoding Techniques Feature Map Circuits for Classification Variational Quantum Classifiers...

Software Frameworks for Quantum Machine Learning: Exploring PennyLane, TensorFlow Quantum, and More

Table of Contents Introduction Why Software Frameworks Matter in QML Overview of QML Framework Categories PennyLane: A Hybrid Quantum-Classical Framework Core Features of PennyLane Supported Interfaces and Backends Example Workflow in...

Security in Quantum ML Pipelines: Safeguarding Quantum-Enhanced Intelligence

Table of Contents Introduction Importance of Security in ML Pipelines Quantum ML: New Threat Landscape Attack Surfaces in Quantum ML Systems Adversarial Attacks on Quantum Models Parameter Manipulation in Variational...

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Coherent States: Bridging Quantum and Classical Worlds

Table of Contents Introduction What Are Coherent States? The Harmonic Oscillator Framework Definition via Displacement Operator Definition as Eigenstates of the Annihilation Operator Properties of Coherent States Uncertainty Minimization and Gaussian...

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...