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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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Introduction to Quantum Field Theory

Table of Contents Introduction Motivation and Historical Background From Particles to Fields Relativistic Requirements and Field Quantization Classical Fields vs Quantum Fields Quantization of the Scalar Field Creation and Annihilation Operators Particle...

Interpretations of Quantum Mechanics

Table of Contents Introduction Why Do We Need Interpretations? The Measurement Problem Copenhagen Interpretation Many-Worlds Interpretation (MWI) Pilot-Wave Theory (de Broglie–Bohm Theory) Objective Collapse Theories (GRW and Penrose) Consistent Histories Relational Quantum Mechanics QBism...

Bell’s Inequalities in Quantum Mechanics

Table of Contents Introduction Background: Local Realism and Hidden Variables The EPR Paradox and Motivation John Bell’s Insight Derivation of Bell’s Inequality The CHSH Inequality Quantum Mechanical Predictions Violation of Bell’s Inequality Experimental...

Quantum Entanglement Basics

Table of Contents Introduction What Is Quantum Entanglement? Historical Background and EPR Paradox Entangled States: Definition and Examples Tensor Product and Composite Systems Bell States and Maximally Entangled Qubits Nonlocal Correlations...

Mixed and Pure States in Quantum Mechanics

Table of Contents Introduction Conceptual Overview The Wavefunction and Pure States Statistical Mixtures and Mixed States Density Matrix Representation Mathematical Criteria Visualization: Bloch Sphere Physical Interpretation Examples of Pure States Examples of Mixed States Quantum...

Density Matrix Formalism in Quantum Mechanics

Table of Contents Introduction Motivation for the Density Matrix Pure and Mixed States Definition of the Density Operator Properties of the Density Matrix Expectation Values and Observables Evolution of the Density...

Quantum Decoherence in Quantum Mechanics

Table of Contents Introduction The Measurement Problem and Superpositions What Is Decoherence? The Environment and Open Quantum Systems Formal Definition and Mathematical Framework Reduced Density Matrix and Tracing Out the...

Measurement and Collapse in Quantum Mechanics

Table of Contents Introduction What Is Measurement in Quantum Mechanics? Observables and Hermitian Operators The Role of the Wavefunction The Born Rule and Probability Collapse Postulate Mathematical Representation of Collapse Measurement of...

WKB Approximation in Quantum Mechanics

Table of Contents Introduction Motivation and Physical Context Basic Idea of the WKB Method Mathematical Derivation The WKB Ansatz Validity and Conditions Classical Turning Points Matching at Turning Points Connection Formulas Bohr-Sommerfeld Quantization Example: Particle...

Variational Method in Quantum Mechanics

Table of Contents Introduction Motivation and Importance The Variational Principle Statement of the Theorem Constructing a Trial Wavefunction Applying the Variational Method Example: Ground State of the Hydrogen Atom Example: Helium Atom...

Fermi’s Golden Rule in Quantum Mechanics

Table of Contents Introduction Historical Background and Significance Motivation for the Rule Derivation from Time-Dependent Perturbation Theory Mathematical Expression Transition Rate and Density of States Physical Interpretation Validity Conditions Example: Spontaneous Emission of...

Time-Dependent Perturbation Theory in Quantum Mechanics

Table of Contents Introduction Motivation and Relevance General Setup of Time-Dependent Perturbation The Interaction Picture First-Order Time-Dependent Perturbation Theory Transition Probabilities Fermi’s Golden Rule Periodic Perturbations and Resonance Example: Two-Level Atom in an...