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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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No-Cloning Theorem

Table of Contents Introduction Motivation and Context Classical Copying vs Quantum Copying Statement of the No-Cloning Theorem Mathematical Proof of the No-Cloning Theorem Implications of the Theorem Linearity and Unitarity in...

Measurement and Error Sources in Quantum Computing

Table of Contents Introduction Measurement in Quantum Mechanics Quantum Measurement Postulates Projective Measurement Measurement in the Computational Basis Quantum Measurement and Collapse Measurement Probability and Born Rule Measurement Circuits in Quantum Computing Non-Destructive...

Quantum Walks

Table of Contents Introduction Classical Random Walks Overview Motivation for Quantum Walks What Are Quantum Walks? Discrete-Time vs Continuous-Time Quantum Walks Mathematical Framework Coined Quantum Walks Quantum Coin Operators Shift (Step) Operators Unitary Evolution...

Amplitude Amplification

Table of Contents Introduction Motivation and Background What Is Amplitude Amplification? Relationship to Grover's Algorithm General Form of Amplitude Amplification Oracle and Reflection Operators Mathematical Foundation Amplitude Amplification Operator The Grover Iterate as...

Phase Estimation Algorithm

Table of Contents Introduction Motivation and Applications Problem Statement Mathematical Background Quantum Phase Estimation: Goal Overview of the Algorithm Unitary Operators and Eigenstates Phase Encoding via Controlled Operations Quantum Fourier Transform in Phase...

Quantum Fourier Transform (QFT)

Table of Contents Introduction Classical Fourier Transform Background Motivation for Quantum Fourier Transform Definition of QFT Mathematical Formulation Action on Quantum Basis States Inverse Quantum Fourier Transform Comparison to Classical FFT Circuit Construction Hadamard...

Shor’s Factoring Algorithm

Table of Contents Introduction Background: Integer Factorization Problem Classical Complexity Quantum Advantage and Shor’s Breakthrough Problem Statement High-Level Overview of Shor's Algorithm Mathematical Foundations Role of Modular Arithmetic Reduction to Order Finding Quantum Order...

Quantum Oracle Design

Table of Contents Introduction What Is a Quantum Oracle? Role in Quantum Algorithms Oracle as a Black Box Mathematical Definition Oracle for Boolean Functions Oracle Types: Phase and Bit Flip Oracle in...

Grover’s Search Algorithm

Table of Contents Introduction The Unstructured Search Problem Classical Complexity Quantum Speedup with Grover’s Algorithm Problem Statement Oracle Design in Grover’s Algorithm Amplitude Amplification Intuition High-Level Steps of the Algorithm Initial State Preparation Applying...

Simon’s Algorithm

Table of Contents Introduction Problem Overview Classical vs Quantum Approach Mathematical Formulation The Oracle Promise Simon's Problem Statement High-Level Idea of Simon’s Algorithm Oracle Structure and Functionality Input and Output Qubit Registers Quantum Circuit...

Bernstein-Vazirani Algorithm

Table of Contents Introduction Problem Statement Classical Complexity Quantum Speedup Overview Mathematical Formulation Structure of the Oracle Quantum Circuit Layout Initial State Preparation Hadamard Transform Oracle Encoding of the Secret String Final Hadamard and Measurement Output...

Deutsch-Jozsa Algorithm

Table of Contents Introduction Background and Motivation Problem Statement Classical vs Quantum Complexity The Deutsch-Jozsa Oracle Structure of the Algorithm Input and Output Qubits Initial State Preparation Applying Hadamard Transform Oracle Application in Superposition Final...