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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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Quantum Property Testing: Verifying Global Properties with Few Quantum Queries

Table of Contents Introduction What Is Property Testing? Classical vs Quantum Property Testing Quantum Query Models Why Property Testing Is Important in Quantum Computing Key Measures: Query Complexity and Distance Property...

Lattice Problems and Quantum Reductions: Foundations for Post-Quantum Security

Table of Contents Introduction What Are Lattices in Computational Mathematics? Key Lattice Problems: SVP, CVP, SIVP Relevance to Cryptography and Complexity Lattices and Worst-Case to Average-Case Reductions Ajtai’s Theorem and...

Relativized Worlds in Quantum Complexity Theory

Table of Contents Introduction What Are Relativized Worlds? Classical Context: P vs NP with Oracles Motivation for Studying Relativization Quantum Oracle Machines BQP with Oracles (BQP^O) Relativized Separations: BQP vs BPP BQP...

Probabilistically Checkable Quantum Proofs (PCQPs): Extending the PCP Paradigm

Table of Contents Introduction Classical PCP Theorem: A Quick Recap Motivation for Quantum PCPs What Are Probabilistically Checkable Quantum Proofs? Quantum PCP Conjecture Quantum Locally Checkable Proofs Complexity Classes: QMA and...

Hardness vs Randomness in Quantum Computation

Table of Contents Introduction Classical Hardness vs Randomness: A Brief Overview Quantum Analogs of Pseudorandomness Derandomization and Quantum Algorithms Quantum Pseudorandom Generators (QPRGs) BQP vs BPP and Randomness Elimination Hardness Assumptions...

Black-Box Separations in Quantum Complexity Theory

Table of Contents Introduction What Are Black-Box Models? Motivation for Black-Box Separations Classical Black-Box Separation Examples Quantum Black-Box Access Oracle Constructions in Quantum Complexity Quantum vs Classical Separation Techniques Separating BQP from...

Quantum Reductions: Foundations and Applications in Quantum Complexity

Table of Contents Introduction What Are Reductions in Complexity Theory? Classical vs Quantum Reductions Types of Quantum Reductions Turing Reductions in Quantum Settings Many-One Quantum Reductions Oracle Reductions and Relativized Worlds Reductions...

Quantum Computability Theory: Limits of What Quantum Machines Can Compute

Table of Contents Introduction Classical Computability: A Brief Review What Is Quantum Computability? Quantum Turing Machines (QTMs) Relationship to Church-Turing Thesis Quantum Extensions of Recursive Functions Quantum Decidability and Semidecidability Halting Problem...

IQP and Restricted Models of Quantum Computing: Power Beyond Universality

Table of Contents Introduction What Are Restricted Quantum Models? Motivation: Why Study Non-Universal Models? The IQP Model: Instantaneous Quantum Polynomial-Time Structure of IQP Circuits IQP Complexity Assumptions Hardness of Simulating IQP...

Sampling Problems and Boson Sampling: Complexity and Quantum Advantage

Table of Contents Introduction What Are Sampling Problems? Importance of Sampling in Complexity Theory Classical vs Quantum Sampling Models Boson Sampling: Basic Concept Theoretical Foundation by Aaronson and Arkhipov Matrix Permanents...

Quantum Supremacy Experiments: Breakthroughs and Benchmarks

Table of Contents Introduction What Is Quantum Supremacy? Early Theoretical Proposals Google's Sycamore Experiment Random Circuit Sampling Explained Sycamore’s Hardware and Architecture Verification Methods and Cross-Entropy Benchmarking IBM’s Response and Classical Simulation...

Quantum Advantage: Boundaries and Limits

Table of Contents Introduction What Is Quantum Advantage? Historical Milestones in Demonstrating Quantum Advantage Circuit-Based Quantum Supremacy Sampling Problems and Quantum Speedups Query Complexity Separations Communication Complexity Gaps Oracle Separations and Limitations Fine-Grained...