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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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...