Quantum A.I. - Machine Learning

(Adavidoaiei Dumitru-Cornel) #1

Quantum Computing merges two great scientific revolutions of the 20th century: computer science and quantum physics. Quantum physics is the theoretical basis of the transistor, the laser, and other technologies which enabled the computing revolution. But on the algorithmic level today’s computing machinery still operates on “classical” Boolean logic. Quantum computing is the design of hardware and software that replaces Boolean logic by quantum law at the algorithmic level. For certain computations such as optimization, sampling, search or quantum simulation this promises dramatic speedups. Soon we hope to falsify the strong Church-Turing thesis: we will perform computations which current computers cannot replicate. We are particularly interested in applying quantum computing to artificial intelligence and machine learning. This is because many tasks in these areas rely on solving hard optimization problems or performing efficient sampling.


(Adavidoaiei Dumitru-Cornel) #2

@compphys cool site-ul https://compphys.go.ro/ :slight_smile:

(Adrian) #3

Merci!. Si ca sa fiu on topic, foarte relevant cu privire la subiect e https://compphys.go.ro/time-evolving-block-decimation/ O resursa esentiala pentru calculul cuantic este corelatia (in engleza, ‘entanglement’) si nu degeaba primul articol pe tema respectiva a aparut din perspectiva ‘quantum information’: https://arxiv.org/abs/quant-ph/0301063

Si postul asta are relevanta: https://compphys.go.ro/density-matrix-renormalization-group/ doar ca l-am tratat mai ‘clasic’, fara sa folosesc MPS.

Chiar m-am gandit la un topic pe subiectul computatiei cuantice, mai precis un simulator de calculator cuantic, cu porti cuantice, dar partea de user interface ma face sa ma mai gandesc. Partea ‘matematica’ nici macar nu e foarte grea, in principiu e vorba doar de produse tensoriale si diagonalizare, dar partea de UI ma cam plictiseste si deocamdata n-am chef de asa ceva :slight_smile:

(cosmos) #4

Chiar ca smecher site ul
In facultate s-a facut fizica computationala ca optional

Fizica mi-a placut

Groupa de potential era una din problemele de examen !

@compphys, lucrezi in domeniul fizicii ?

(Adavidoaiei Dumitru-Cornel) #5