Quantum 101

HomeQuantum 101

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...

Federated Quantum Machine Learning: Decentralized Intelligence in the Quantum Era

Table of Contents Introduction What Is Federated Learning? Why Federated Learning Matters Quantum Federated Learning (QFL): Concept and Motivation Architecture of QFL Systems Quantum vs Classical Federated Learning QFL with Variational...

― Advertisement ―

spot_img

Quantum Natural Language Processing (QNLP): Merging Quantum Computing with Language Understanding

Table of Contents Introduction Why Natural Language Processing Matters Motivation for Quantum NLP Classical NLP Challenges What Is Quantum NLP? DisCoCat Framework: Categorical Compositional Semantics Encoding Words and Sentences as Quantum...

More News

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...

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...

Explore more

Classical Waves and Vibrations: Foundations of Oscillatory Motion in Physics

Table of Contents Introduction What Are Vibrations? The Simple Harmonic Oscillator Damped Oscillations Driven Oscillations and Resonance Coupled Oscillators What Are Waves? Mechanical Waves: Transverse and Longitudinal The Wave Equation Wave Parameters: Wavelength, Frequency,...

Electromagnetic Waves and Radiation: Theory, Propagation, and Physical Insight

Table of Contents Introduction What Are Electromagnetic Waves? Derivation from Maxwell’s Equations Wave Equation in Free Space Characteristics of EM Waves Polarization and Vector Nature The Poynting Vector and Radiation Intensity EM...

Maxwell’s Equations in Free Space: A Deep Dive into Electromagnetic Foundations

Table of Contents Introduction Maxwell’s Equations: The Core Set What Is Free Space? Maxwell’s Equations in Free Space Derivation of Wave Equations Plane Wave Solutions Properties of Electromagnetic Waves The Speed of...

Review of Electromagnetism: Fields, Forces, and Foundations of Classical Theory

Table of Contents Introduction Electric Charge and Coulomb’s Law Electric Fields and Gauss’s Law Electric Potential and Energy Conductors and Dielectrics Magnetic Fields and Biot–Savart Law Ampère’s Law and Magnetic Materials Faraday’s...

Thermodynamics and Entropy: Foundations of Irreversibility and Energy Flow

Table of Contents Introduction What Is Thermodynamics? The Four Laws of Thermodynamics Internal Energy and the First Law Work, Heat, and State Functions The Concept of Entropy Entropy and Reversible vs...

Classical Statistical Mechanics: Bridging Microscopic Dynamics and Macroscopic Laws

Table of Contents Introduction What Is Classical Statistical Mechanics? The Need for a Statistical Approach Microstates, Macrostates, and Phase Space Liouville’s Theorem and Probability Conservation Ensembles: Microcanonical, Canonical, and Grand...

Phase Space and Symplectic Geometry: The Geometric Language of Classical Mechanics

Table of Contents Introduction What Is Phase Space? Coordinates in Phase Space Trajectories and Hamiltonian Flow Volume Elements and Liouville’s Theorem What Is Symplectic Geometry? The Symplectic Form Canonical Transformations and Symplectic...

Poisson Brackets and Constants of Motion: Algebraic Foundations of Classical Dynamics

Table of Contents Introduction What Are Poisson Brackets? Mathematical Definition Physical Meaning Properties of Poisson Brackets The Role in Hamilton’s Equations Poisson Brackets and Constants of Motion Symmetries and Noether's Theorem Common Poisson...

Canonical Transformations: Preserving Structure in Hamiltonian Mechanics

Table of Contents Introduction What Are Canonical Transformations? Motivation: Why Use Canonical Transformations? The Symplectic Structure Poisson Brackets and Invariance The Fundamental Condition for Canonicity Examples of Canonical Transformations Generating Functions: The...

Principle of Least Action: Nature’s Optimization Blueprint

Table of Contents Introduction What Is Action in Physics? The Principle of Least Action Historical Development Action and the Lagrangian Deriving the Euler-Lagrange Equation Physical Meaning: Why Minimize Action? Examples of Least...

Hamiltonian Mechanics: Energy-Based Reformulation of Classical Physics

Table of Contents Introduction From Lagrangian to Hamiltonian The Hamiltonian Function Phase Space and Generalized Momentum Deriving Hamilton’s Equations Simple Example: Harmonic Oscillator Hamiltonian vs Lagrangian Mechanics Symmetries and Conservation Laws Poisson Brackets Canonical...

Lagrangian Mechanics: A New Perspective on Motion

Table of Contents Introduction Why Go Beyond Newton? Generalized Coordinates Principle of Least Action The Lagrangian Function Euler-Lagrange Equation Simple Example: Free Particle Simple Harmonic Oscillator in Lagrangian Formalism Atwood Machine via Lagrangian Constraints...