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Adversarial Attacks on Quantum Models: Vulnerabilities and Defenses in Quantum Machine Learning

Table of Contents Introduction What Are Adversarial Attacks? Motivation for Studying Attacks in QML Classical Adversarial Attacks: A Brief Overview Unique Vulnerabilities in Quantum Models Types of Adversarial Attacks in...

Quantum Transfer Learning: Leveraging Knowledge Across Tasks in Quantum Machine Learning

Table of Contents Introduction What Is Transfer Learning? Motivation for Transfer Learning in Quantum ML Classical vs Quantum Transfer Learning Types of Quantum Transfer Learning Pretraining Quantum Models Feature Extraction from...

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Quantum Machine Learning for Finance: Advancing Financial Intelligence with Quantum Models

Table of Contents Introduction Why Use Quantum ML in Finance? Classical Financial ML Challenges QML Advantages in Financial Applications Encoding Financial Data into Quantum States Feature Mapping for Time Series...

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Quantum Machine Learning for Chemistry: A New Paradigm in Molecular Modeling

Table of Contents Introduction Motivation for QML in Chemistry Classical Challenges in Quantum Chemistry What Makes Quantum ML Suitable for Chemistry? Representing Molecular Systems as Quantum Inputs Quantum Feature Maps...

Quantum Datasets and Benchmarks: Foundations for Evaluating Quantum Machine Learning

Table of Contents Introduction Why Datasets Matter in QML Classical vs Quantum Datasets Synthetic Datasets for Quantum ML Real-World Use Cases for Quantum Datasets Benchmarking in Classical ML vs QML Types...

Barren Plateaus and Training Issues in Quantum Machine Learning

Table of Contents Introduction What Are Barren Plateaus? Origins of Barren Plateaus in QML Mathematical Definition and Implications Why Barren Plateaus Hinder Training Expressibility vs Trainability Trade-off Quantum Circuit Depth and...

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Deutsch Algorithm

Table of Contents Introduction Classical vs Quantum Approach Problem Statement Overview of the Deutsch Algorithm Mathematical Formulation Oracle Function Quantum Circuit Design Initial State Preparation Applying Hadamard Gates Oracle Application in Superposition Final Hadamard on...

Quantum Circuits and Diagrams

Table of Contents Introduction What Is a Quantum Circuit? Components of a Quantum Circuit Qubits as Wires Gates as Operations on Wires Time Flow and Diagram Layout Single-Qubit Gate Symbols Multi-Qubit Gate...

Bloch Sphere Representation

Table of Contents Introduction What Is the Bloch Sphere? State of a Qubit Parametrization of Qubit States General Form of a Single-Qubit Pure State Normalization and Global Phase Coordinate Mapping on...

Universal Gate Sets

Table of Contents Introduction What Are Universal Gate Sets? Classical Logic Universality vs Quantum Universality Unitary Operations and Quantum Logic Criteria for Universality The Solovay-Kitaev Theorem Single-Qubit and Two-Qubit Gates Universality with...

Controlled Gates (CNOT, Toffoli)

Table of Contents Introduction Basics of Controlled Gates The Concept of Control and Target Qubits Controlled Gates as Conditional Operations Matrix Representation of CNOT Action of CNOT on Basis States Creating...

Phase and T Gates

Table of Contents Introduction Phase and T Gates in Quantum Circuits Importance of Phase in Quantum Computation Matrix Representations The Phase (S) Gate The T Gate (Ï€/8 Gate) Action on Computational...

Quantum Gates (X, Y, Z, H)

Table of Contents Introduction Quantum Gates as Unitary Operators The Pauli Gates: X, Y, Z Matrix Representations The X Gate (Bit-Flip) The Y Gate (Bit and Phase Flip) The Z Gate...

Quantum Measurement

Table of Contents Introduction Classical vs Quantum Measurement The Postulates of Quantum Measurement Measurement in Dirac Notation Projective Measurements Measurement Basis and Observable Operators Measurement Probabilities and the Born Rule Collapse of...

Tensor Products in Quantum Computing

Table of Contents Introduction Qubits and Composite Systems What is a Tensor Product? Mathematical Definition Tensor Product of Two Qubits Notation and Dimensionality Multi-Qubit Basis States Example: Tensoring |0⟩ and |1⟩ Associativity of...

Superposition and Interference in Quantum Computing

Table of Contents Introduction The Quantum Nature of Information Classical vs Quantum Parallelism Understanding Superposition Dirac Notation for Superposition The Role of the Bloch Sphere Visualizing Superposed States Constructing Superpositions with Quantum...

Qubits and Hilbert Space

Table of Contents Introduction Classical Bits vs Quantum Bits The Concept of a Qubit Dirac Notation and Qubit States The Bloch Sphere Representation Hilbert Space: Definition and Structure Inner Product and...

Classical vs Quantum Computation

Table of Contents Introduction Overview of Classical Computation Information Representation in Classical Systems Logic Gates and Classical Circuits Turing Machines and Classical Universality Limitations of Classical Computation Introduction to Quantum Computation Qubits...