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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...
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Hosting Quantum ML Models: Deployment Strategies and Infrastructure

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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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Quantum Machine Learning Capstone Project Proposal: Design, Implementation, and Evaluation

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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 Communication Complexity: Fundamentals and Frontiers

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Table of Contents Introduction Classical Communication Complexity Recap Why Quantum Communication Complexity? Basic Model: Alice and Bob Communication Cost and Protocol Goals Types of Quantum Communication Protocols Quantum vs Classical: Key...

Quantum Turing Machines: Theoretical Foundation of Quantum Computation

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Table of Contents Introduction Classical Turing Machines Recap Need for a Quantum Analog Definition of Quantum Turing Machines (QTM) Configuration and Tape Alphabet Quantum States and Hilbert Space Transition Function and...

Interactive Quantum Computation: Models and Complexity

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Table of Contents Introduction What is Interactive Computation? Classical Interactive Proof Systems (IP) Motivation for Quantum Interactivity Quantum Interactive Proof Systems (QIP) One-Round vs Multi-Round QIP Formal Model of QIP Verifier and...

Quantum Finite Automata: Structure, Power, and Limitations

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Table of Contents Introduction Classical Finite Automata: A Brief Recap Motivation for Quantum Automata Basic Structure of Quantum Finite Automata (QFA) 1-Way Quantum Finite Automata (1QFA) Measure-Once 1QFA (MO-1QFA) Measure-Many 1QFA...

Quantum Advice and BQP/qpoly: Power and Limits

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Table of Contents Introduction to Quantum Advice Classical vs Quantum Advice Formal Definition of BQP/qpoly Role of Advice Strings in Computation BQP/qpoly vs BQP/poly The Power of Nonuniform Quantum Computation Encoding...

Quantum Lower Bounds: Foundations and Techniques

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Table of Contents Introduction Why Quantum Lower Bounds Matter Types of Quantum Lower Bounds The Quantum Black-Box Model Polynomial Method: A Formal Introduction Approximate Degree and Boolean Functions Symmetric Function Lower...

Quantum Query Complexity: A Deep Dive

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Table of Contents Introduction Classical Computation and Query Models Oracle Access in Classical and Quantum Settings What is Query Complexity? Classical Query Complexity: Deterministic and Randomized Quantum Query Model: The...

Quantum Query Complexity: A Deep Dive

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Table of Contents Introduction Classical vs Quantum Query Models The Oracle Model in Quantum Computation Query Complexity: Definition and Significance Classical Query Complexity Recap Quantum Query Algorithms6.1. Deutsch-Jozsa Algorithm6.2. Grover’s...

Hardness of Quantum Approximation

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Table of Contents Introduction What Is Approximation in Quantum Contexts? Exact vs Approximate Computation Complexity of Approximate Decision Problems Quantum Approximation Algorithms Variational Quantum Algorithms and Heuristics Approximating Ground State Energies The...

Quantum Zero Knowledge Proofs

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Table of Contents Introduction What Is Zero Knowledge? Classical Zero Knowledge: An Overview Quantum Zero Knowledge: Definition and Goals Models of Quantum Interactive Proofs Honest-Verifier vs General Zero Knowledge Types of...

The QIP Class and PSPACE Equivalence

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Table of Contents Introduction What Is QIP? Interactive Proofs in Classical Computation Quantum Interactive Proofs Definition of the QIP Class QIP vs IP: A Natural Extension Communication in QIP Protocols Completeness and...

Quantum Proof Systems

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Table of Contents Introduction What Are Proof Systems? Classical Proof Systems Overview Quantum Proof Systems: Motivation and Need QMA: Quantum Merlin-Arthur QCMA: Quantum-Classical Merlin-Arthur QIP: Quantum Interactive Proofs QMA(k): Multiple Quantum Provers Quantum...
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