Tutorials

Introductory

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Qiskit warmup

An introduction to Qiskit and the primary user workflow.

Quantum circuits

Circuit Basics

Getting Started with Qiskit

Qiskit Visualizations

Summary of Quantum Operations

Circuit Tutorials

Advanced circuits

Advanced Circuits

Operators

Visualizing a Quantum Circuit

Transpiler Passes and Pass Manager

Pulse gates

Building Pulse Schedules

Using the Scheduler

Obtaining information about your backend

Qiskit Aer: Pulse simulation of two qubits using a Duffing oscillator model

Qiskit Aer: Pulse simulation of a backend model

Advanced Circuit Tutorials

Classical simulators

Simulators

Device backend noise model simulations

Building Noise Models

Applying noise to custom unitary gates

Noise Transformation

The Extended Stabilizer Simulator

Matrix product state simulation method

High-Performance Simulator Tutorials

Quantum system error analysis

Hamiltonian and Gate Characterization

Relaxation and Decoherence

Measurement Error Mitigation

Randomized Benchmarking

Quantum Volume

Repetition Codes

Accreditation protocol

Quantum Tomography

Entanglement Verification

Quantum System Error Analysis Tutorials

Algorithms

An Introduction to Algorithms in Qiskit

Monitoring VQE convergence

VQE on Aer simulator with noise

Advanced VQE usage

IQPE and evolution of VQE output state

Quantum Approximate Optimization Algorithm

Grover’s Algorithm and Amplitude Amplification

Grover’s algorithm examples

Textbook and Shor’s algorithms

Algorithms Tutorials

Operators

Operator Flow

Qiskit Gradient Framework

Operators Tutorials

Optimization

Attention

Deprecation warning

The following tutorials contain calls to deprecated functionality. See the qiskit-optimization application for the updated versions.

Quadratic Programs

Converters for Quadratic Programs

Minimum Eigen Optimizer

Grover Optimizer

ADMM Optimizer

Max-Cut and Traveling Salesman Problem

Vehicle Routing

Improving Variational Quantum Optimization using CVaR

Optimization Tutorials

Finance

Attention

Deprecation warning

The following tutorials contain calls to deprecated functionality. See the qiskit-finance application for the updated versions.

Portfolio Optimization

Portfolio Diversification

Pricing European Call Options

Pricing European Put Options

Pricing Bull Spreads

Pricing Basket Options

Pricing Asian Barrier Spreads

Pricing Fixed-Income Assets

Credit Risk Analysis

Option Pricing with qGANs

Loading and Processing Stock-Market Time-Series Data

Finance Tutorials

Chemistry

Attention

Deprecation warning

The following tutorials contain calls to deprecated functionality. See the qiskit-nature application for the updated versions.

Electronic structure

Vibronic structure

Ground state solvers

Excited states solvers

Sampling the potential energy surface

Calculating Thermodynamics Observables with a quantum computer

Chemistry Tutorials

Machine learning

Attention

Deprecation warning

The following tutorials contain calls to deprecated functionality. See the qiskit-machine-learning application for the updated versions.

Quantum-enhanced Support Vector Machine (QSVM)

QSVM multiclass classification

Variational Quantum Classifier (VQC)

qGANs for Loading Random Distributions

Machine Learning Tutorials