EquityLens
EQUITYLENS · FLAGSHIP PROJECT

Quantum Portfolio Construction

Can a quantum computer build a better portfolio than Wall Street's playbook?

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The graphic is a wave packet tunnelling: quantum annealing can pass through energy barriers that classical search has to climb over.

THE PLATFORM

A home for financial research, and the courses that explain it.

The quantum portfolio optimiser is our first project. More research and more courses are on the way. Here is what is live today.

RESEARCH

Explore our research

Advanced, open research for financial markets and equity analysis, starting with a live classical-versus-quantum portfolio experiment.

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COURSES

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Hands-on courses that turn that research into something you can actually read, starting with quantum portfolio construction. No physics required.

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WHY LEARN HERE

Built for people who want to actually get it.

01

Learn by doing

Every idea is something you build, tune, or judge yourself, not a video you passively watch. You'll construct the maths with your own hands before you ever see it written down.

02

Honest, never hyped

We teach where the technology doesn't work as clearly as where it shines. You leave able to ask a vendor the sharp, sceptical question, not just repeat a buzzword.

03

From zero to real research

Start from scratch and finish able to read the live EquityLens instrument unaided. No finance PhD, no physics degree, no prior quantum anything required.

A note on the figures above

EquityLens is an open research and education project, not an investment product, and nothing here is investment advice. The figures above characterise today's basket rather than any promise about the future: they are not a track record, and they are flattered by survivorship bias. The only genuine out-of-sample evidence is the live forward log, which grows one row every trading day, and the course exists precisely to teach you how to read all of this honestly.