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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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...