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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Yang-Mills Theory

Table of Contents Introduction Historical Context and Significance Foundations of Gauge Theory From U(1) to Non-Abelian Gauge Symmetries Structure of Yang-Mills Fields Lie Groups and Lie Algebras Field Strength Tensor for...

Noether’s Theorem

Table of Contents Introduction Historical Background Symmetry in Physics Continuous Symmetries and Conservation Laws Statement of Noether’s Theorem Mathematical Framework Derivation from the Lagrangian Formalism Examples of Noether Currents Time Translation and Energy...

Gauge Symmetry

Table of Contents Introduction Historical Context Symmetry in Physics Global vs Local Symmetries Gauge Symmetry: Core Idea Electromagnetism as a Gauge Theory Gauge Fields and Covariant Derivative U(1) Gauge Symmetry and Quantum...

Perturbation Series and Loop Corrections

Table of Contents Introduction Motivation and Scope of Perturbation Theory Basics of Perturbative Expansion Role in Quantum Field Theory Feynman Diagrams and Expansion in Coupling Constant Orders in Perturbation Theory Tree-Level...

Feynman Diagrams Basics

Table of Contents Introduction Historical Background and Motivation Why Use Feynman Diagrams? Perturbation Theory in QFT Building Blocks of Feynman Diagrams Feynman Rules Overview External Lines and Particle States Propagators Vertices and Coupling...

Quantum Electrodynamics (QED)

Table of Contents Introduction Historical Background and Development Classical Electrodynamics Recap The Need for a Quantum Theory of Electromagnetism QED as a Quantum Field Theory The QED Lagrangian Gauge Symmetry and...

Second Quantization

Table of Contents Introduction First Quantization Recap What is Second Quantization? Motivation and Physical Meaning Fock Space and Quantum States Creation and Annihilation Operators Commutation and Anticommutation Relations Field Operators Operator Algebra Example: Quantization...

Spinors and Gamma Matrices

Table of Contents Introduction What Are Spinors? Motivation from Lorentz Group Representations Spinor Transformation Properties Types of Spinors Dirac Spinors and 4-Component Representation Gamma Matrices and Clifford Algebra Representations of Gamma Matrices Dirac...

Dirac Equation

Table of Contents Introduction Motivation and Historical Context The Need for a Relativistic Wave Equation Inadequacy of the Klein-Gordon Equation Dirac’s Insight: First-Order Equation Mathematical Form of the Dirac Equation Gamma...

Canonical Quantization

Table of Contents Introduction What is Quantization? Classical vs Quantum Descriptions Canonical Quantization: Overview From Classical Mechanics to Field Theory Canonical Variables and Poisson Brackets Field Commutation Relations Scalar Field Quantization Mode Expansion...

Klein-Gordon Field

Table of Contents Introduction Historical Background Relativistic Foundations Derivation of the Klein-Gordon Equation Lagrangian Formulation Euler-Lagrange Equation for Fields Plane Wave Solutions Canonical Quantization Creation and Annihilation Operators Commutation Relations Energy-Momentum Tensor Feynman Propagator Complex Klein-Gordon Field Symmetries...

Classical Field Theory

Table of Contents Introduction Motivation and Overview Fields as Physical Quantities Types of Classical Fields Lagrangian Formulation of Field Theory Euler-Lagrange Equations for Fields Example: Scalar Field Electromagnetic Field as a Classical...