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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Black Hole Thermodynamics

Table of Contents Introduction Classical Black Holes and the Laws of Mechanics The Zeroth Law The First Law The Second Law The Third Law Bekenstein’s Entropy Hawking Radiation Temperature of a Black Hole Black...

Loop Quantum Gravity (LQG)

Table of Contents Introduction Motivation for Loop Quantum Gravity Background Independence Reformulating General Relativity Ashtekar Variables Holonomies and Wilson Loops The Loop Representation Quantum Configuration Space Spin Networks Kinematical Hilbert Space Quantum Geometry: Discrete Spectra Area...

Canonical Quantum Gravity

Table of Contents Introduction Motivation for Canonical Quantization 3+1 Decomposition of Spacetime Hamiltonian Formulation of General Relativity The ADM Formalism Canonical Variables and Constraints Dirac's Procedure for Constrained Systems Wheeler–DeWitt Equation Problem of...

Quantum Gravity Basics

Table of Contents Introduction Why Quantum Gravity? Classical Gravity: General Relativity Quantum Field Theory Overview Incompatibility Between GR and QFT Conceptual Challenges in Quantizing Gravity Approaches to Quantum Gravity Perturbative Quantum Gravity Graviton...

Chern–Simons Theory

Table of Contents Introduction Historical Background The Chern–Simons Action Gauge Invariance and Quantization Topological Nature of the Theory Connection to Topological Quantum Field Theory Classical Equations of Motion Quantization of Chern–Simons Theory Canonical...

Topological Quantum Field Theory (TQFT)

Table of Contents Introduction What is a TQFT? Contrast with Conventional Quantum Field Theories Topological Invariance Mathematical Definition of TQFT Cobordism and Categories Atiyah–Segal Axioms Examples of TQFTs BF Theory Chern–Simons Theory Donaldson–Witten Theory Observables in...

Topological Quantum Field Theory (TQFT)

Table of Contents Introduction What is a TQFT? Contrast with Conventional Quantum Field Theories Topological Invariance Mathematical Definition of TQFT Cobordism and Categories Atiyah–Segal Axioms Examples of TQFTs BF Theory Chern–Simons Theory Donaldson–Witten Theory Observables in...

AdS/CFT Correspondence

Table of Contents Introduction Historical Context and Maldacena's Proposal Anti-de Sitter (AdS) Space Conformal Field Theory (CFT) Basics Duality Statement: AdS/CFT D3-Branes and AdS(_5) × S(^5) ( mathcal{N}=4 ) Super Yang–Mills...

T-Duality and D-Branes

Table of Contents Introduction Compactification and Extra Dimensions T-Duality: Basics and Motivation Closed Strings on a Circle Momentum and Winding Modes T-Duality Transformation Rules Physical Consequences of T-Duality T-Duality and Open Strings D-Branes:...

Worldsheet Actions and Conformal Field Theory

Table of Contents Introduction Strings and the Worldsheet Worldsheet Coordinates and Notation The Nambu–Goto Action The Polyakov Action Equivalence of Nambu–Goto and Polyakov Formulations Classical Equations of Motion Constraints and Virasoro Conditions Symmetries...

Introduction to String Theory

Table of Contents Introduction Motivation for String Theory Particles as One-Dimensional Strings Open vs Closed Strings Vibrational Modes and Mass Spectrum The String Action: Nambu–Goto and Polyakov Quantization of the String Conformal...

Superfields and SUSY Algebra

Table of Contents Introduction Motivation for Superspace and Superfields Supersymmetry Generators and Algebra Representation of SUSY Algebra Superspace Coordinates Superfields: Definition and Expansion Types of Superfields Chiral Superfields Vector Superfields Supersymmetry Transformations of Superfields Component...