Creative Destruction Lab, a technology program affiliated with the University of Torontos Rotman School of Management in Toronto, Canada hopes to nurture numerous quantum learning machine start-ups in only a few years. This still new form of hybrid computing combines the computational speed and power of quantum computers with machine learning, the technical term for AI like Siri or Alexa.
Currently, researchers are mostly focused using the emergent technology of quantum computers to help machine learning programs to solve problems quicker or to use typical machine learning builds to add stability and potency to quantum computers. However, the end goal of either direction is to use many AI programs based on quantum computers to comprehend or better datasets and results from larger quantum calculations. Unfortunately, this goal will not be achieved until quantum computers are fully built and operational. While Google has a plan to build a 49-qubit machine by the end of the year, the hundred or thousand qubit computer that researchers hope for is still years or work away.
Despite being far afield, Peter Wittek, a researcher from the Institute of Photonic Sciences in Spain and academic director of the Creative Destruction Lab, says that doesnt stop scientists from theorizing or even experimenting in the realm of quantum machine learning, a young field full of promise.
To build universal quantum computers is a big engineering challenge, says Wittek. But it turns out for quantum machine learning you need something less. In the same way that quantum cryptography and quantum random number generation have been developed without large sized quantum computers, he says, so too could the field of quantum machine learning.
Wittek, who wrote **Quantum Machine Learning: What Quantum Computing Means to Data Mining, says that after the HHL quantum algorithm, named after its developers Aram Harrow, Avinathan Hassidim, and Seth Lloyd, was created, the field really came into its own. The algorithm solves massive linear algebra equations with many undefined variables in less time than any current supercomputer is capable. A large part of machine learning involves similar high-dimension algebra at which HHL excels and many researchers have flocked to HHL for this reason.
Although, even with all its unique properties, says Wittek, there are many besides HHL with perhaps more potential for sooner application in fields such as medicine, transportation, and finance.
Still, he adds, a quantum system will be a definite challenge to GPU-based machine learning, even if big names like Google and IBM can build a usable quantum computer. Machine learning, as it used today, is impressive enough.
On the other hand, when it comes to generating random numbers, typical machine learning falls short, according to Wittek. Specifically utilized in financial applications, Monte Carlo algorithms need truly random numbers to work ideally but conventional computing can only manage pseudo-randomness. This is where quantum machine learning could shine as they are designed around randomness.
Another advantage to quantum machine learning systems, according to Nathan Weibe, a researcher with Microsofts Quantum Architectures and Computation Group, is the use of a qubit versus the traditional binary bit system.
If you think about a quantum computer, how do you understand whats going on inside one? Wiebe says. The vectors that describe it exist in an incomprehensibly large space. Theres no way you can go through, read off every single entry of those vectors and figure out if the machine is working properly.
While HHL has been very popular in recent technical literature, Scott Aaronson, a professor of computer science at the University of Texas at Austin, says that it has more value as hype than in application any time soon. In a 2015 review, Aaronson debates whether a Buyer Beware tag should accompany all quantum machine learning promises.
Almost all the quantum machine learning algorithms that have been published over the last decade are really frameworks for algorithms, Aaronson says. Theyre algorithms that dont start with the classical problem that you would like to be solved and the answer to that problem.
However, skepticism has not dulled enthusiasm for the possibilities in a quantum machine learning system and near-term application. The number of applications for the Creative Destruction Labs start-up boot camp in Toronto has exceeded expectations with 38 applicants for the 40 spots. As the application period is open until July 24th, its obvious that cutting edge entrepreneurs remain undaunted by neither the critics or the challenges ahead.
Incorporation must be done by November, so these will be real companies, Wittek says. And the hope is by next summer well have companies raising money.
**Quantum machine learning is an emerging interdisciplinary research area at the intersection of quantum physics and machine learning. One can distinguish four different ways of merging the two parent disciplines.Quantum machine learning algorithms can use the advantages of quantum computation in order to improve classical methods of machine learning, for example by developing efficient implementations of expensive classical algorithms on a quantum computer.
More News to Read
Go here to see the original:
Quantum Machine Learning Computer Hybrids at the Center of New Start-Ups - TrendinTech
- Quantum computer - Simple English Wikipedia, the free ... - October 11th, 2019
- Topological quantum computer - Wikipedia - October 11th, 2019
- What is a quantum computer? Explained with a simple example. - September 11th, 2019
- Qubits and Defining the Quantum Computer | HowStuffWorks - September 5th, 2019
- For a Split Second, a Quantum Computer Made History Go ... - May 13th, 2019
- Noisy Quantum Computers Could Be Good for Chemistry Problems ... - April 11th, 2019
- What is a Quantum Computer? - Definition from Techopedia - April 11th, 2019
- What Is a Quantum Computer? | JSTOR Daily - April 11th, 2019
- Measuring Quantum Computer Power With IBM Quantum Volume ... - April 9th, 2019
- Explainer: What is a quantum computer ... - March 24th, 2019
- What Can We Do with a Quantum Computer? | Institute for ... - March 7th, 2019
- Qubit - Wikipedia - February 25th, 2019
- Quantum computer | computer science | Britannica.com - January 10th, 2019
- IBMs new quantum computer is a symbol, not a breakthrough - January 9th, 2019
- IBM unveils the world's first quantum computer that ... - January 9th, 2019
- Were Close to a Universal Quantum Computer, Heres Where We're At - November 28th, 2018
- Schrdinger's Killer App: Race to Build the World's First ... - August 7th, 2018
- How Quantum Computers Work - May 3rd, 2018
- This is what a 50-qubit quantum computer looks like - January 15th, 2018
- Inside Microsofts quantum computing world | InfoWorld - January 1st, 2018
- Microsoft Takes Path Less Traveled to Build a Quantum ... - December 13th, 2017
- Researchers create new type of quantum computer | Harvard Gazette - December 12th, 2017
- Microsoft releases quantum computing development kit preview ... - December 12th, 2017
- Intel moves towards production quantum computing with new 17 ... - October 11th, 2017
- Quantum computer a possibility in 10 years - News.com.au - NEWS.com.au - September 7th, 2017
- Scientists Propose a New Kind of Quantum Computer, But What ... - Gizmodo - September 7th, 2017
- Quantum detectives in the hunt for the world's first quantum computer - Phys.Org - September 7th, 2017
- Scientists Just Found A Use For The Hashtag In Quantum Computing - Gizmodo Australia - September 4th, 2017
- The Future of AI: From Quantum Computing to the Internet of Things - Outer Places - September 4th, 2017
- We're About to Cross The 'Quantum Supremacy' Limit in Computing - ScienceAlert - September 2nd, 2017
- Explaining the Most Recent Record for Quantum Computing: A 51-Qubit Quantum Computer Array - All About Circuits - September 2nd, 2017
- USRA Upgrades D-Wave Quantum Computer to 2000 Qubits - insideHPC - September 1st, 2017
- Quantum encrypted box hints at unhackable communication - Wired.co.uk - September 1st, 2017
- Quantum Computer Programming: What You Need to Learn to Get ... - TrendinTech - September 1st, 2017
- Google's John Martinis Believes Quantum Computing Threat to Be Long Way Off - Bitcoin News (press release) - August 31st, 2017
- Australian quantum computing outfit goes commercial - Networks Asia - August 31st, 2017
- Elusive Majorana Particle Takes Major Step Towards Quantum Computing - IEEE Spectrum - August 29th, 2017
- Australia gets quantum computing company - ACS (registration) - August 28th, 2017
- Quantum Computing and Financial Trading - LeapRate - August 28th, 2017
- Russians Lead the Quantum Computer Race With 51-Qubit Machine - Edgy Labs (blog) - August 28th, 2017
- Bitcoin vs. The NSAs Quantum Computer Bitcoin Not Bombs - August 26th, 2017
- qBitcoin: A Way of Making Bitcoin Quantum-Computer Proof? - IEEE Spectrum - August 26th, 2017
- Hype and cash are muddying public understanding of quantum ... - Phys.Org - August 26th, 2017
- Silicon Quantum Computing launched to commercialise UNSW ... - ZDNet - August 23rd, 2017
- IEEE Approves Standards Project for Quantum Computing ... - Business Wire (press release) - August 23rd, 2017
- Introducing Australia's first quantum computing hardware company - CIO Australia - August 23rd, 2017
- What is quantum computer? - Definition from WhatIs.com - August 22nd, 2017
- Hype and cash are muddying public understanding of quantum computing - The Conversation AU - August 22nd, 2017
- Finns chill out quantum computers with qubit refrigerator to cut out errors - ZDNet - August 22nd, 2017
- UNSW joins with government and business to keep quantum computing technology in Australia - The Australian Financial Review - August 22nd, 2017
- 'Tools of DESTRUCTION' Quantum computers WILL wreak havoc ... - Express.co.uk - August 19th, 2017
- Quantum computing comes of age - Alphr - August 14th, 2017
- No, Quantum Teleportation Won't Let Us Send Instant Messages to Alpha Centauri - Air & Space Magazine - August 12th, 2017
- Google on track for quantum computer breakthrough by end of ... - August 11th, 2017
- Closing In On Quantum Computing | WIRED - August 11th, 2017
- World's Leading Physicist Says Quantum Computers Are Tools of Destruction, Not Creation - Futurism - August 10th, 2017
- Will you be able to trust a quantum computer? - Digital Journal - August 9th, 2017
- New Methods of Controlling Electrons Could be Major in Quantum Computing - TrendinTech - August 5th, 2017
- Exactly what could quantum computers do? - Electronics Weekly - August 4th, 2017
- What is quantum computing and why does the future of Earth depend on it? - Alphr - August 2nd, 2017
- The Age of Quantum Computers is upon us! - Gizbot - August 2nd, 2017
- Ultracold molecules hold promise for quantum computing | MIT News - MIT News - August 1st, 2017
- Clarifiying complex chemical processes with quantum computers - Phys.Org - August 1st, 2017
- When Will Quantum Computers Be Consumer Products? - Futurism - August 1st, 2017
- Quantum Computers Just Moved a Step Closer to Reality - NBCNews.com - August 1st, 2017
- A New Breakthrough in Quantum Computing is Set to Transform Our ... - Futurism - August 1st, 2017
- Quantum computers compete for supremacy - Salon - July 10th, 2017
- Quantum Computers Compete for "Supremacy" - Scientific American - July 5th, 2017
- Less is more for Canadian quantum computing researchers - ITworld - July 4th, 2017
- New method could enable more stable and scalable quantum ... - Phys.Org - July 4th, 2017
- Volkswagen buys D-Wave quantum computers which sell for $15 million each - Robotics and Automation News (press release) (registration) - July 2nd, 2017
- 6 Things Quantum Computers Will Be Incredibly Useful For - Singularity Hub - July 1st, 2017
- Israel Enters Quantum Computer Race, Placing Encryption at Ever-Greater Risk - Sputnik International - June 20th, 2017
- Prototype device enables photon-photon interactions at room ... - Phys.Org - June 20th, 2017
- The Quantum Computer Factory That's Taking on Google and IBM - WIRED - June 20th, 2017
- Toward optical quantum computing - MIT News - June 17th, 2017
- Get ahead in quantum computing AND attract Goldman Sachs - eFinancialCareers - June 16th, 2017
- KPN CISO details Quantum computing attack dangers - Mobile World Live - June 16th, 2017
- Quantum Computing Technologies markets will reach $10.7 billion by 2024 - PR Newswire (press release) - June 14th, 2017
- From the Abacus to Supercomputers to Quantum Computers - Duke Today - June 13th, 2017