Level 3 of 3 · 300+ hours, ongoing

Advanced

You are comfortable with the math and want to work in the field. This level covers quantum error correction, fault tolerance, complexity theory, Hamiltonian simulation and the variational algorithms that dominate current research — and points you at the primary literature.

By the end of this level

Read quant-ph papers without drowning, and contribute to research or a quantum software stack.

Curriculum

14 topics, roughly in order

Work down the list. Each topic page lists its own prerequisites, so if something assumes knowledge you do not have, the link back is right there.

Quantum error correction

Encoding one logical qubit across many physical qubits so that errors can be detected and corrected by measuring stabilisers — without ever measuring, and thus destroying, the logical state.

11 resources · Advanced

Surface codes

A two-dimensional topological code needing only nearest-neighbour connectivity, with a relatively forgiving error threshold near 1% — the leading candidate for real fault-tolerant hardware.

5 resources · Advanced

Fault tolerance & the threshold theorem

The result that if physical error rates are below a threshold, arbitrarily long quantum computations become possible with only polylogarithmic overhead — plus the machinery (transversal gates, magic-state distillation) that gets you there.

5 resources · Advanced

Error mitigation

Post-processing techniques — zero-noise extrapolation, probabilistic error cancellation, readout correction — that recover accurate expectation values from noisy hardware without full error correction, at the cost of extra shots.

3 resources · Advanced

Quantum complexity theory

The study of what quantum computers can and cannot do efficiently: the class BQP, its relationship to P, NP and PSPACE, the quantum analogue QMA, and the oracle separations that justify the field.

5 resources · Advanced

Hamiltonian simulation

Simulating the time evolution of a quantum system — Feynman's original motivation — via Trotter-Suzuki product formulas, linear combination of unitaries, or qubitization.

7 resources · Advanced

Variational algorithms (VQE & QAOA)

Hybrid loops where a shallow parameterised quantum circuit produces expectation values and a classical optimiser tunes the parameters — the dominant paradigm for near-term hardware.

9 resources · Advanced

Quantum machine learning

Using quantum circuits as trainable models or kernels — plus the sober literature on data loading bottlenecks and classical "dequantization" results that erase many claimed speedups.

5 resources · Advanced

Hardware modalities

The competing physical platforms — superconducting transmons, trapped ions, neutral atoms, photonics, spin qubits — each with different gate speeds, fidelities, connectivity and scaling problems.

15 resources · Advanced

Quantum advantage & benchmarking

Experiments claiming a quantum computer did something no classical computer feasibly can — random circuit sampling, boson sampling — and the classical simulation efforts that keep pushing back.

8 resources · Advanced

Post-quantum cryptography

Classical cryptography designed to resist quantum attack — the NIST-standardised lattice and hash-based schemes now being deployed, entirely separate from QKD.

4 resources · Advanced

Quantum information theory

The rigorous framework beyond pure states and unitaries: density matrices, quantum channels, POVMs, entropy, distance measures and channel capacities.

7 resources · Advanced

Compilation & transpilation

Turning an abstract circuit into one a specific device can execute: decomposing into native gates, mapping logical to physical qubits, and inserting SWAPs to satisfy connectivity — while minimising depth.

4 resources · Advanced

Research & careers

How to move from learning to contributing: where papers appear, which open-source projects take contributions, and which mentorship and internship programmes exist.

13 resources · Advanced
Everything at this level

37 resources

The full set written for advanced learners, across every topic. Mark things done as you go — it is stored in this browser only.

TKET
Quantinuum

A retargetable quantum compiler with genuinely strong optimisation and routing passes, usable from Python via pytket. The best place to study production-grade circuit compilation.

AdvancedInteractive toolFreeReferencequantum compilationother sdks
Error Correction Zoo
Victor V. Albert & Philippe Faist

A cross-referenced encyclopedia of classical and quantum error-correcting codes, each with properties, decoders and references. Indispensable once you are past the textbook codes.

AdvancedCommunityFreeReferencequantum error correctionsurface codes
Complexity Zoo
Scott Aaronson and contributors

Definitions and known relationships for hundreds of complexity classes, BQP and QMA among them. The place to check what is actually proven versus merely believed.

AdvancedCommunityFreeReferencequantum complexity theory
Quantum Machine Learning
Biamonte et al. (Nature, 2017)

The review that defined the QML research programme. Read it critically and pair it with the dequantization literature, which has since removed several of its headline speedups.

AdvancedPaperFree3 hoursquantum machine learning
Quantum Error Mitigation
Cai, Babbush, Benjamin, Endo, Huggins, Li, McClean & O’Brien (2022)

The comprehensive review of mitigation techniques and, crucially, their sampling overheads — the honest accounting of what mitigation costs you in shots.

Photonic and continuous-variable quantum computing, a genuinely different model from the qubit circuits everything else here teaches. Worth a detour to see the alternative.

AdvancedInteractive toolFree10 hoursquantum hardwareother sdks
Open Quantum Safe
Linux Foundation

Working open-source implementations of post-quantum algorithms plus TLS integrations, so you can actually run a quantum-resistant handshake rather than just read about one.

AdvancedInteractive toolFree5 hourspost quantum cryptography

Where essentially every quantum result appears first, months before journal publication. High volume — pair it with an alert on specific authors or keywords rather than reading the daily list.

AdvancedCommunityFreeOngoingresearch and careers
Quantum
Quantum journal

A respected open-access, community-run journal. Everything is free to read, which makes it the most practical peer-reviewed venue to follow if you lack university access.

AdvancedCommunityFreeOngoingresearch and careers
PRX Quantum
American Physical Society

The APS open-access journal for high-impact quantum information results. A good curated filter over the arXiv firehose when you want the results that mattered.

AdvancedCommunityFreeOngoingresearch and careersquantum hardware