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meworks 137 tutorials free with working code qiskit pennylane cirq amazon braket q pyquil and d wave ocean all tutorials are free practical and include working code in this guide 8 sections 01 qiskit 02 cirq 03 q 04 pyquil 05 ocean sdk 06 pennylane 07 amazon braket 08 framework comparison by ibm qiskit the world s most used quantum sdk ibm s open source framework gives you access to real quantum hardware via the cloud the largest community best documentation and the easiest path to running circuits on actual quantum computers strengths free ibm quantum hardware access largest community ecosystem best for education getting started supports 100 qubit systems hardware ibm heron and eagle via ibm quantum platform official qiskit documentation tutorials build your first quantum circuit in qiskit complete beginner guide beginner 25 min read the deutsch jozsa algorithm quantum s first speedup explained beginner 35 minutes fault tolerant quantum gates why t gates need magic states advanced 22 min read grover s algorithm with multiple solutions intermediate 30 min designing grover s algorithm oracles intermediate 15 min read hamiltonian simulation with trotterization in qiskit advanced 35 min read hybrid quantum classical optimization a deep dive into vqe advanced 20 min read probabilistic error cancellation with mitiq advanced 50 minutes molecular simulation with openfermion and qiskit advanced 18 min read qaoa for maxcut a complete qiskit walkthrough intermediate 30 min read migrating from qiskit 0 x to qiskit 1 0 intermediate 20 min read quantum amplitude estimation from theory to finance applications intermediate 65 minutes qiskit basics quantum gates circuits and measurements beginner 30 min read water molecule simulation with qiskit nature and vqe advanced 70 minutes randomized benchmarking with qiskit advanced 35 min characterizing real quantum hardware noise with qiskit advanced 75 minutes dynamic quantum circuits mid circuit measurement and classical feedforward in qiskit intermediate 17 min read advanced error mitigation in qiskit runtime advanced 14 min read testing quantum circuits with qiskit fake backends intermediate 25 min getting started with qiskit beginner 25 min read hello world in qiskit beginner 20 min read simulating the transverse field ising model with qiskit intermediate 60 minutes molecular simulation with qiskit nature advanced 18 min read how to build a realistic qiskit noise model t1 t2 depolarizing intermediate 13 min read solving max cut with qaoa in qiskit a practical guide intermediate 50 minutes portfolio optimization with qiskit and qaoa intermediate 15 min read qiskit patterns a structured workflow for quantum algorithms intermediate 45 minutes hamiltonian simulation with qiskit pauli evolution and trotterization advanced 22 min read quantum process tomography with qiskit advanced 40 min qiskit pulse low level quantum hardware control advanced 60 minutes solving optimization problems with qiskit optimization intermediate 15 min read measuring quantum volume with qiskit advanced 35 min running qiskit on real ibm quantum hardware tips and pitfalls intermediate 40 minutes error suppression with qiskit runtime advanced 35 min qiskit runtime primitives sampler and estimator intermediate 14 min read qiskit runtime sessions and primitives a production guide intermediate 45 minutes qiskit sampler and estimator the primitives api intermediate 30 min qiskit serverless scaling quantum workloads on ibm quantum platform intermediate 60 minutes qiskit sparsepauliop tutorial build hamiltonians intermediate 25 min qiskit state tomography reconstruct an unknown qubit state advanced 40 min debugging quantum circuits with qiskit s statevector simulator beginner 35 minutes swap networks and qubit routing in qiskit advanced 35 min circuit transpilation in qiskit intermediate 13 min read visualizing quantum circuits and states in qiskit beginner 11 min read qiskit vs mitiq for zero noise extrapolation which to use advanced 35 min run bigger circuits with qiskit circuit cutting wire gate advanced 40 min introduction to quantum error correction the bit flip code intermediate 22 min read quantum error correction building a 3 qubit repetition code in qiskit intermediate 16 min read quantum monte carlo for options pricing intermediate 14 min read quantum fourier transform in qiskit intermediate 13 min read quantum phase estimation deep dive and applications advanced 55 minutes quantum phase estimation in qiskit intermediate 15 min read building a quantum random number generator beginner 10 min read quantum walks how quantum computers explore graphs intermediate 45 minutes quantum state tomography with qiskit advanced 30 min read quantum teleportation transferring quantum states without moving particles intermediate 45 minutes implementing quantum teleportation in qiskit intermediate 20 min read measuring quantum volume a step by step guide with qiskit intermediate 50 minutes simon s algorithm exponential quantum speedup for period finding intermediate 45 minutes variational quantum eigensolver vqe explained intermediate 15 min read vqe for h2 molecule complete worked example in qiskit intermediate 40 min by google cirq built for nisq era precision google s framework models qubit topology explicitly exactly as it is on real superconducting hardware designed for noise aware algorithms and fine grained circuit control used by google s quantum ai research team strengths explicit qubit placement topology moment based gate scheduling best for noise aware nisq algorithms used in google quantum ai research willow sycamore hardware google internal devices research partners only public simulators official cirq documentation tutorials advanced gates and custom unitaries in cirq intermediate 13 min read fast clifford simulation with cirq advanced 15 min read getting started with cirq beginner 25 min read simulating google sycamore circuits with cirq advanced 70 minutes hello world in cirq beginner 20 min read noise characterization in cirq advanced 40 min noise modeling in cirq intermediate 13 min read qaoa for max cut in cirq intermediate 20 min read cirq qft from scratch controlled phase rotations step by step intermediate 18 min read circuit routing and optimization in cirq advanced 35 min simulating superconducting qubit physics in cirq advanced 14 min read vqe with cirq and openfermion advanced 18 min read quantum chemistry with openfermion advanced 16 min read by microsoft q a language built for quantum microsoft s domain specific language treats quantum computing as a first class programming paradigm not a library add on integrates deeply with python and net and targets azure quantum s diverse hardware providers strengths purpose built quantum language strong type system catches errors early access to ionq quantinuum via azure quantum katas for structured learning hardware ionq quantinuum via azure quantum official q documentation tutorials quantum chemistry simulation with q advanced 30 min read quantum error correction in q intermediate 25 min read getting started with q beginner 30 min read implementing grover s algorithm in q intermediate 40 minutes hello world in q beginner 20 min read quantum phase estimation in q intermediate 25 min read quantum teleportation in q intermediate 30 min by rigetti pyquil close to the metal quil assembly rigetti s forest sdk exposes quantum programs as quil quantum instruction language a low level assembly that maps directly to physical gate operations on rigetti s superconducting processors best for hardware close development strengths direct quil instruction control realistic noise modelling with t1 t2 built in quilc compiler optimisation qvm quantum virtual machine for local testing hardware rigetti ankaa 3 via qcs official pyquil documentation tutorials getting started with pyquil forest sdk beginner 25 min read hello world in pyquil beginner 20 min read noise simulation in pyquil intermediate 25 min read parametric quantum programs and compilation with pyquil intermediate 45 minutes understanding quil pyquil s quantum assembly language intermediate 25 min read building quantum programs with pyquil and quilbase intermediate 30 min vqe implementation in pyquil advanced 30 min read by d wave ocean sdk quantum annealing for optimisation d wave uses a fundamentally different paradigm quantum annealing rather than gate based circuits ocean sdk lets you formulate combinatorial optimisation problems as qubo or ising models and solve them on d wave s 5000 qubit advantage system strengths 5000 qubit advantage processor no circuits express as energy landscapes hybrid classical quantum solvers free leap cloud access for research hardware d wave advantage 5000 qubits official ocean sdk documentation tutorials advanced d wave hybrid solvers and leap intermediate 14 min read graph coloring with d wave ocean intermediate 30 min getting started with d wave ocean sdk intermediate 30 min read constrained optimization with d wave s cqm sampler intermediate 13 min read understanding minor embedding in d wave problems advanced 30 min read getting started with d wave ocean sdk beginner 20 min read hello world in d wave ocean beginner 20 min read d wave hybrid workflows combining classical and quantum solvers intermediate 60 minutes using d wave leap hybrid solvers intermediate 25 min read solving network problems with d wave ocean tsp and graph coloring intermediate 50 minutes qubo formulation translating problems for d wave intermediate 25 min read simulated annealing with d wave ocean beginner 20 min read by xanadu pennylane the quantum machine learning framework xanadu s open source framework bridges quantum computing and machine learning pennylane s automatic differentiation engine lets you compute gradients of quantum circuits exactly as you would classical neural networks the go to choice for variational algorithms and quantum ml research strengths best autodiff support for quantum circuits hardware agnostic run on ibm google braket quantum ml and variational algorithms catalyst jit compiler for gpu accelerated simulation hardware ibm google amazon braket quantinuum via plugins official pennylane documentation tutorials adaptive variational circuits with adapt vqe in pennylane advanced 75 minutes diagnosing and avoiding barren plateaus in pennylane advanced 35 min compiling quantum programs with pennylane catalyst advanced 35 min decomposing arbitrary gates into clifford t with pennylane advanced 60 minutes finite shot optimization in pennylane intermediate 30 min pennylane hello world beginner 12 min read hybrid quantum classical optimization loops with pennylane and pytorch intermediate 17 min read high performance simulation with pennylane lightning and gpu advanced 40 minutes noise aware training for variational quantum circuits advanced 70 minutes pennylane error mitigation zne and pec for nisq circuits intermediate 22 min read pennylane qaoa tutorial solve max cut on a 5 node graph intermediate 15 min read active space methods for quantum chemistry in pennylane advanced 40 min lithium hydride vqe with pennylane from molecule to energy advanced 70 minutes quantum chemistry in pennylane h2 ground state via vqe advanced 16 min read quantum generative adversarial networks with pennylane advanced 70 minutes quantum kernels and support vector machines with pennylane intermediate 30 min read quantum machine learning with pennylane your first classifier intermediate 20 min read quantum natural gradient in pennylane advanced 35 min quantum transfer learning with pennylane advanced 16 min read shot adaptive optimization in pennylane intermediate 25 min variational quantum eigensolver with pennylane intermediate 25 min read qaoa quantum approximate optimisation algorithm with pennylane intermediate 25 min read quantum gans with pennylane advanced 45 min introduction to quantum machine learning intermediate 16 min read quantum teleportation with pennylane intermediate 12 min read building a variational quantum classifier from scratch intermediate 50 minutes by aws amazon braket quantum computing on aws multi hardware access amazon s managed quantum computing service gives you a single sdk and consistent api across ionq rigetti oxford quantum circuits and quera s aquila neutral atom system no setup required pay per task on real hardware and managed simulators like sv1 or run the sdk s local simulator for free strengths single api across multiple hardware providers local and on demand cloud simulation hybrid jobs for quantum classical workflows pennylane plugin for seamless qml integration hardware ionq rigetti quera aquila oqc via braket official amazon braket documentation tutorials analog hamiltonian simulation with quera aquila advanced 25 min read comparing quantum hardware on amazon braket ionq vs rigetti vs iqm vs quera intermediate 55 minutes error mitigation on amazon braket intermediate 22 min read getting started with amazon braket beginner 18 min read amazon braket hello world beginner 10 min read quantum classical hybrid jobs on amazon braket intermediate 14 min read using pennylane with amazon braket intermediate 20 min read pulse level quantum control with amazon braket advanced 40 min quantum machine learning on amazon braket intermediate 55 minutes verbatim compilation with amazon braket advanced 30 min getting started with ionq aria trapped ion quantum computing intermediate 17 min read compare framework comparison feature qiskit cirq q pyquil ocean sdk made by ibm google microsoft rigetti d wave paradigm gate based gate based gate based gate based quil quantum annealing learning curve low medium higher medium different mindset hardware access ibm quantum free tier research partners only azure quantum rigetti qcs leap free tier best for education ibm qpus nisq research algorithm design hardware close dev optimisation problems open source yes yes yes yes yes which framework should you start with if you re new to quantum programming start with qiskit it has the best beginner resources free hardware access and the largest community once you re comfortable try cirq if you want to understand hardware level circuit design or q if you re building production quantum software in a microsoft environment start with qiskit browse all courses on this page 01 qiskit 02 cirq 03 q 04 pyquil 05 ocean sdk 06 pennylane 07 amazon braket 08 framework comparison read next the same circuit in every framework side by side syntax across the major sdks moving code between frameworks qiskit to cirq to pennylane operation by operation the machines these sdks drive cloud access fidelity and cost by platform the full tutorial library every tested hello world guide on the site get one quantum email a week new tutorials courses worth taking and what changed in qiskit cirq pennylane this week no spam unsubscribe anytime email address subscribe 112 courses 220 tutorials 241 glossary terms 26 framework references 3...
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