Unlocking the Power of Quantum Machine Learning with Azure Quantum
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This document introduces quantum computing and machine learning with Azure Quantum. It defines quantum theory, technologies, and computing. It explains how qubits can represent information in superposition and how measurements cause collapse. It also outlines Azure Quantum's ecosystem for quantum algorithms, hardware, and solutions. Finally, it demonstrates a quantum machine learning example on Azure Quantum and provides additional learning resources.
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Unlocking the Power of Quantum Machine Learning with Azure Quantum
- 1. Unlocking the Power of Quantum Machine Learning with Azure Quantum Supasate Vorathammathorn
- 2. Agenda • Introducing Quantum and Quantum Computing • Introducing Azure Quantum and Quantum Machine Learning • Quantum Machine Learning with Azure Quantum • Resource
- 3. ž Gold Microsoft Learn Student Ambassador ž Computer Engineer Student at KMUTT ž Passionate in Artificial Intelligence and Quantum Computing ž Super AI Engineer Season 3
- 5. Quantum Theory The theory that describes the behavior of small physical systems, from molecules to subatomic particles. It is quite different from the theory we commonly use to describe the world in our scale, which is called ‘classical theory’
- 6. What is Quantum Technology?
- 8. Quantum Technology: Example in real life “You have actually been using some of them EVERY DAY”
- 9. Quantum Technology Technology that uses quantum behavior to function. 1st GEN 2nd GEN utilize quantum properties of individual particles. utilize collective quantum properties of many particles.
- 10. 1st GEN Quantum Technology: Example Nearly EVERY Electronic device Is a 1st GEN Quantum device!!!
- 11. 2nd GEN Quantum Technology: NEW Quantum Revolution This is what people usually mean when they talk about QUANTUM TECHNOLOGY! Quantum Computation Quantum Simulation Quantum Sensing and Metrology Quantum Communication
- 12. 2nd GEN Quantum Technology: NEW Quantum Revolution IBM Quantum Computer
- 13. 2nd GEN Quantum Technology: NEW Quantum Revolution • Quantum computer is not the whole computer! • Similar to a GPU, it is rather a processing unit (which may be called QPU) which enables a classical computer to compute some tasks much more efficiently! Ref: My Journey to Quantum Computing
- 14. Quantum Computing in a nutshell
- 15. Basic components of Quantum Computing 01 02 03 Information input Information readout Information processing
- 16. 01 02 03 Information input Information readout Information processing
- 17. Information input Classical Computer uses Binary numbers (0 or 1, called ‘Bit’) to represent data Example Green color: 11100000, Black color: 11111111 Quantum Computer uses arrows (called ‘Qubit’) to represent data Example Green color: , Black color:
- 18. BIT vs QUBIT BIT QUBIT 0 1 𝜃 BIT can either be 0 or 1 at a time QUBIT can simultaneously be 0 and 1 This property is called “Quantum Superposition”
- 19. Bloch sphere: BIT vs QUBIT state can either be “0” or “1” “every point” on the sphere is a valid state
- 20. 01 02 03 Input (Qubit) Information readout Information processing
- 24. Readout (Measurement) • Non-trivial process • When being read, the value of the qubit can only either be “0” or “1” at a time, but not both! No superposition anymore! • Whether the outcome is 0 or 1 is purely probabilitic!
- 25. Measurement Before Measurement After Measurement Unknown Unknown 1 0 BIT 0 1 0 1 QUBIT No matter what state the qubit was before the measurement
- 26. Measurement Before Measurement After Measurement Unknown Unknown 1 0 BIT 0 1 0 1 QUBIT Somehow, It is as if nature itself tries to prevent us from really seeing a superposition state!
- 27. Why Quantum Computation? Some computational tasks that are difficult even for a (classical) supercomputer Optimization Travelling salesman problem Complex computation Solving large matrix, Searching database Medicine, Materials, Chemicals Simulation of complex molecules, materials, chemical reactions, and small-scale physics Cryptography Breaking RSA and some other important cryptographic protocols
- 28. • Solving for a Better Future Azure Quantum
- 29. Azure Quantum Community of innovators: Azure Quantum Network COME WITH YOUR CODE Q# DIVERSE HARDWARE HIGH-PERFORMANCE QUANTUM CLASSICAL HYBRID INTEGRATE AND SCALE WITH AZURE Serverless - AI Infrastructure – Security Edge Device – Azure Stack Hub Tools - Github
- 30. Quantum Quantum-inspired optimization (QIO) Azure Quantum – Inventing with purpose as part of Azure
- 31. Azure Quantum Network Partners Customers & affiliations University research & curriculum partners
- 32. Advantages of Azure Quantum •An open ecosystem, enabling you to access diverse quantum software, hardware, and solutions from Microsoft and its partners. You can pick from quantum programming languages such as Qiskit, Cirq, and Q# and run your algorithms on multiple quantum systems. •Quantum impact today, allowing you to simultaneously explore today’s quantum systems and be ready for the scaled quantum systems of the future, and with pre-built solutions that run on classical and accelerated compute resources (also referred to as optimization solutions).
- 34. What is Quantum Machine Learning Quantum computing and machine learning have converged towards a new discipline, called Quantum Machine Learning (QML) that brings together concepts from both fields. Quantum machine learning usually refers to quantum algorithms that solve tasks in machine learning, thereby improving and often expediting classical machine learning techniques.
- 35. Demo: Quantum Machine Learning with Azure Quantum
- 37. Microsoft Learn Start learning at Microsoft.com/Learn Find your way to deeper content, training options, communities and certification details across all Microsoft cloud solutions right here.
- 38. Azure Quantum and learning resources azure.com/quantum
- 39. Azure Quantum Credits Apply at aka.ms/aq/credits Besides the $500 (USD) free Azure Quantum Credits that you automatically get when you create a new workspace, Microsoft offers up to $10,000 (USD) extra Azure Quantum Credits for use on quantum hardware.
- 40. Quantum Tech Thailand on Facebook facebook.com/groups/3214456488841220
- 41. Ksupasate – Medium Blog Ksupasate – Medium
- 42. Quantum Blue – Facebook Page Quantum Blue | Facebook