PennyLane Codebook: Interactive Quantum ML Learning
Xanadu / PennyLane Team
A complete starting guide for learning quantum computing -- no physics degree required. We cover what to study first, how long it takes, and the best courses for every starting point.
Yes -- and you have better options today than at any point in the past. IBM, Google, and Xanadu have all built beginner-focused courses specifically to grow the talent pipeline. The Qiskit Textbook alone has over a million users. You do not need a physics PhD to start.
What you do need is patience with abstraction. Quantum computing is genuinely different from classical programming. The concepts take a week or two to settle in your brain before they start feeling natural. That is normal and expected.
If you need to brush up on linear algebra before going deeper, Brilliant's Linear Algebra course is the fastest path.
See our full learning path guide for a step-by-step course sequence.
23 free beginner courses, ranked by rating
Xanadu / PennyLane Team
IBM Quantum / Qiskit Team
Xanadu
IBM Quantum
Coursera / Community
Microsoft Quantum
Qubit by Qubit instructors (Stanford PhDs)
Prof. Elias Fernandez-Combarro Alvarez, University of Oviedo
IBM Quantum Community
Stephanie Wehner, Lieven Vandersypen
AWS Quantum Technologies team
University of Cambridge / Isaac Physics
Munich Quantum Valley / TU Munich / LMU Munich
Hasso Plattner Institute / IBM Quantum
Packt
University of Chicago
QWorld
IBM SkillsBuild
Wolfram Research
Microsoft
D-Wave
IonQ Scientists and Engineers
IonQ Researchers
Structured programs with certificates and more guided support
Delft University of Technology (QuTech)
Brilliant.org
Delft University of Technology (QuTech)
Brilliant.org
Brilliant.org
Brilliant.org
Brilliant.org
Brilliant.org
Brilliant.org
D-Wave
D-Wave