Quantum 101

HomeQuantum 101

Quantum Boltzmann Machines: Quantum Models for Probabilistic Learning

Table of Contents Introduction Classical Boltzmann Machines Recap From Classical to Quantum Boltzmann Machines Structure of a Quantum Boltzmann Machine (QBM) Quantum Energy-Based Models Hamiltonian Representation in QBM Quantum States as...

Quantum Support Vector Machines: Leveraging Quantum Kernels for Pattern Classification

Table of Contents Introduction Classical Support Vector Machines (SVMs) Motivation for Quantum SVMs Quantum Kernels in SVMs Quantum Feature Mapping Quantum Kernel Matrix Estimation SVM Decision Function with Quantum Kernels Training Quantum...

― Advertisement ―

spot_img

Introduction to Quantum Machine Learning: Merging Quantum Computing with AI

Table of Contents Introduction What Is Quantum Machine Learning (QML)? Why Combine Quantum and Machine Learning? Key Concepts Behind QML Qubits, Superposition, and Entanglement Classical vs Quantum ML Pipelines Data Encoding...

More News

Capstone Project: Develop and Deploy a Real Quantum App

Table of Contents Introduction Project Objectives Choosing a Problem Domain Formulating a Research or Application Goal Selecting the Right Quantum Algorithm Data Preparation and Encoding Strategies Designing the Quantum Circuit Integrating Classical...

Software Licensing in Quantum Ecosystems: Navigating Open-Source and Commercial Collaboration

Table of Contents Introduction Importance of Licensing in Quantum Software Common Open-Source Licenses in Quantum Projects MIT License: Simplicity and Freedom Apache 2.0: Modern, Enterprise-Friendly Licensing BSD 3-Clause and 2-Clause...

Documentation and Community Guidelines: Building Inclusive and Usable Quantum Projects

Table of Contents Introduction Why Documentation Matters in Quantum Software Types of Documentation in Quantum Projects Getting Started Guides and Quickstarts API Documentation and Autogenerated References Tutorials and Example Notebooks Inline...

Explore more

The QMA Class: Quantum Analog of NP in Complexity Theory

Table of Contents Introduction Classical Background: NP and MA From MA to QMA: A Quantum Leap Formal Definition of QMA The Role of the Quantum Witness Completeness and Soundness in...

QMA vs QCMA

Table of Contents Introduction Understanding QMA Understanding QCMA The Key Difference: Quantum vs Classical Witness Formal Definitions of QMA and QCMA Verifier’s Role in Both Models Complexity and Verification Power Relationship Between...

Quantum vs Classical Randomness

Table of Contents Introduction Defining Randomness Classical Randomness: Pseudorandomness and Entropy Quantum Randomness: Intrinsic and Fundamental Sources of Classical Randomness Sources of Quantum Randomness Determinism in Classical Mechanics Indeterminism in Quantum Mechanics Random...

Oracle Results in Quantum Computation

Table of Contents Introduction What Is an Oracle? Purpose of Oracle Constructions Oracle Turing Machines Oracle Separations: Classical vs Quantum Relativized Complexity Classes Oracle Separations in Classical Complexity Oracle Results in Quantum...

Comparing BQP to P, NP, and PP

Table of Contents Introduction Complexity Classes at a Glance What Is BQP? What Is P? What Is NP? What Is PP? The Inclusion Chain: P ⊆ BPP ⊆ BQP ⊆ PP BQP...

The BQP Class Explained

Table of Contents Introduction What Is BQP? Formal Definition of BQP The Quantum Turing Machine Model The Quantum Circuit Model How BQP Differs from P and NP BQP vs BPP Key Properties...

Introduction to Quantum Complexity Theory

Table of Contents Introduction What Is Quantum Complexity Theory? Classical vs Quantum Models of Computation Why Quantum Complexity Matters The Quantum Turing Machine Quantum Circuits and Uniform Families Basic Quantum Complexity...

Classical Complexity Classes (P, NP, PSPACE)

Table of Contents Introduction What Are Complexity Classes? Deterministic vs Non-Deterministic Models Class P (Polynomial Time) Class NP (Nondeterministic Polynomial Time) Relationship Between P and NP NP-Complete Problems Reductions and Hardness Class PSPACE...

Introduction to Computational Complexity

Table of Contents Introduction What Is Computational Complexity? Importance in Computer Science and Physics Time and Space Complexity Big O Notation Worst, Average, and Best-Case Complexity Complexity Classes Overview P: Polynomial Time NP:...

Quantum Dot Qubits

Table of Contents Introduction What Are Quantum Dots? Quantum Confinement and Artificial Atoms Types of Quantum Dot Qubits Electron Spin Qubits Singlet-Triplet Qubits Exchange-Only and Hybrid Qubits Quantum Dot Fabrication Techniques Material Systems:...

Photonic Qubits

Table of Contents Introduction What Are Photonic Qubits? Quantum Properties of Light Qubit Encodings in Photons Polarization Encoding Path Encoding Time-Bin and Frequency Encoding Advantages of Photonic Qubits Challenges in Photonic Quantum Computing Single-Photon...

Trapped Ion Qubits

Table of Contents Introduction What Are Trapped Ion Qubits? Historical Development Physical Principles Ion Trapping Mechanisms Paul Traps and RF Confinement Common Ion Species Used Qubit Encoding in Ion States Qubit Initialization Qubit Manipulation...