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

Quantum Interactive Proofs: Foundations and Frontiers

Table of Contents Introduction Classical Interactive Proofs Recap Quantum Interactive Proofs (QIP): Definition The QIP Complexity Class One-Round vs Multi-Round QIP QIP(3) = QIP: Compression of Interaction QIP and PSPACE: QIP...

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...