Quantum 101

HomeQuantum 101

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...

― Advertisement ―

spot_img

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...

More News

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...

Explore more

Matrices in Physics: Mathematical Tools for Modeling and Analysis

Table of Contents Introduction What Is a Matrix? Matrix Operations Recap Matrix Representation of Linear Systems Matrices in Classical Mechanics Matrices in Electrodynamics Rotation Matrices and Coordinate Transformations Inertia Tensor in Rigid...

Eigenvalue Problems: Understanding Structure Through Linear Operators

Table of Contents Introduction What Are Eigenvalues and Eigenvectors? The Characteristic Equation Computing Eigenvalues and Eigenvectors Geometric Interpretation Diagonalization and Similarity Transformations Defective Matrices and Jordan Form Applications of Eigenvalue Problems Spectral Theorem Hermitian...

Vector Spaces and Inner Products: Foundations of Linear Structure and Geometry

Table of Contents Introduction What Is a Vector Space? Axioms of Vector Spaces Subspaces and Spanning Sets Linear Independence and Basis Dimension and Coordinate Systems Inner Product: Definition and Properties Examples of...

Linear Algebra Essentials: Vectors, Matrices, and Transformations

Table of Contents Introduction Scalars, Vectors, and Vector Spaces Linear Combinations and Span Linear Independence and Basis Matrices and Matrix Operations Linear Transformations The Rank of a Matrix Systems of Linear Equations...

Calculus of Variations: Finding Functions that Optimize Functionals

Table of Contents Introduction What Is the Calculus of Variations? Functionals and Their Extremization The Euler-Lagrange Equation Derivation of the Euler-Lagrange Equation Boundary Conditions Examples of Variational Problems Variational Principles in Physics Lagrangian...

Tensor Calculus Primer: Foundations of Geometry and Physics

Table of Contents Introduction Motivation and Applications of Tensor Calculus Scalars, Vectors, and Tensors: A Unified Language Index Notation and Einstein Summation Convention Covariant and Contravariant Components Transformation Laws for...

Curved Spacetime and Geodesics: Motion and Geometry in General Relativity

Table of Contents Introduction Flat vs Curved Spacetime Curvature in General Relativity The Metric Tensor and Line Element Geodesics: The Straightest Paths Deriving the Geodesic Equation Christoffel Symbols and Covariant Derivatives Geodesics...

Introduction to General Relativity: Geometry of Spacetime and Gravitation

Table of Contents Introduction The Limitations of Special Relativity Equivalence Principle From Newtonian Gravity to Geometry Spacetime Curvature Tensors and the Metric Tensor Einstein’s Field Equations Geodesics and Motion in Curved Spacetime Gravitational...

Relativistic Energy and Momentum: Dynamics in the High-Speed Regime

Table of Contents Introduction Classical vs Relativistic Dynamics The Need for Redefining Momentum Four-Momentum and the Relativistic Framework Relativistic Momentum Relativistic Energy Energy-Momentum Relation Mass-Energy Equivalence Invariant Mass and Rest Energy Four-Velocity and Four-Momentum Conservation...

Lorentz Transformations: The Mathematical Heart of Special Relativity

Table of Contents Introduction The Need for a New Transformation Einstein’s Postulates Revisited Galilean vs Lorentz Transformations Derivation of the Lorentz Transformations Time Dilation from Lorentz Transformations Length Contraction from Lorentz...

Special Relativity: Space, Time, and the Structure of Physical Reality

Table of Contents Introduction Historical Background and Motivation Einstein’s Postulates Galilean vs Lorentz Transformations Time Dilation Length Contraction Relativity of Simultaneity Lorentz Transformation Derivation Velocity Addition in Special Relativity Mass-Energy Equivalence Four-Vectors and Minkowski Spacetime Causality...

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,...