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Introduction to Quantum Computing 24.10.24.pptx

The document provides an overview of quantum computing, highlighting its fundamental principles such as superposition and entanglement, and explaining how quantum circuits operate through quantum gates. It discusses the importance of quantum computing in various fields including cryptography, drug discovery, and machine learning, as well as current advancements led by companies like IBM and Google. Additionally, it addresses challenges faced by the technology and potential future developments that could revolutionize technology and society.

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1Introduction toQuantumComputingExploring the Future of Computational PowerDr. P. ArunaAssociate Professor/CS, PMIST
2What is QuantumComputing? uses the principles of quantum mechanics to processinformationComparison with Classical Computing: Classical bits: 0 or 1 Quantum bits (qubits): Can be 0, 1, or both at the sametime (superposition). A qubit can exist in multiple states simultaneously due tosuperposition and entanglement.
3Key Principles of QuantumComputing Superposition: Qubits can exist in multiple statessimultaneously. Example: A spinning coin represents superposition; it’s notjust heads or tails until you observe it. Entanglement: Qubits can be linked together, so the stateof one qubit can depend on the state of another, no matterhow far apart they are. Example: If one qubit is measured and found to be 0, theentangled qubit will be 1.
4How Quantum ComputingWorksQuantum Circuits: A sequence of quantum gates applied to qubits.Quantum Gates: Operations that change the state of qubits, similar to logicgates in classical computing. building blocks of quantum circuits. Example: Hadamard gate creates superposition; CNOT gatecreates entanglement.
5Quantum Gates Hadamard Gate (H): Creates superposition, transforming a qubitfrom a definite state 0 or 1 into a superposition of both.∣ ⟩ ∣ ⟩ Controlled-NOT (CNOT) Gate: A two-qubit gate that flips the secondqubit (target) if the first qubit (control) is in state 1 . It is used to∣ ⟩create entanglement. Pauli-X Gate: Similar to the classical NOT gate, flips the state of aqubit Phase Gate (S and T Gates): Changes the phase of a qubit,important for interference in quantum algorithms.
6Structure of a QuantumCircuit Qubit Initialization: Qubits start in a known state,typically 0 |0rangle 0 .∣ ⟩ ∣ ⟩ Gate Operations: A series of quantum gates are applied toqubits, creating superposition, entanglement, andinterference. Measurement: At the end of the computation, qubits aremeasured. Measurement collapses the qubits’ states intoclassical 0s and 1s, producing a result that reflects theprobabilities encoded by the quantum circuit.
7Simple Quantum Circuit Consider a quantum circuit that creates a Bell State (amaximally entangled state of two qubits): Step 1: Apply a Hadamard gate to the first qubit: This creates a superposition of 0 and 1 .∣ ⟩ ∣ ⟩ Step 2: Apply a CNOT gate with the first qubit as the controland the second qubit as the target: Now the two qubits are entangled.
8 CNOT Operation: If the control qubit is 0 , the target qubit remains unchanged.∣ ⟩ If the control qubit is 1 , the target qubit is flipped (changed∣ ⟩from 0 to 1 or vice versa).∣ ⟩ ∣ ⟩ Applying CNOT to the Initial State: Now let's apply the CNOT gate to the state 00 + 10 :∣ ⟩ ∣ ⟩ For 00∣ ⟩: Control is 0 → Target remains 0 .∣ ⟩ ∣ ⟩ CNOT acts as: CNOT( 00 )= 00∣ ⟩ ∣ ⟩ For 10∣ ⟩: Control is 1 → Target flips from 0 to 1 .∣ ⟩ ∣ ⟩ ∣ ⟩ CNOT acts as: CNOT( 10 )= 11∣ ⟩ ∣ ⟩
9Why Quantum Computing isImportant Speed: Can solve complex problems much faster than classicalcomputers. Applications: Cryptography: Break current encryption methods (RSA, whichdepend on the difficulty of factoring large numbers). Drug discovery: Simulate molecular interactions. Googledemonstrated quantum supremacy by simulating a simplechemical reaction (hydrogen molecules interacting). Companieslike Pfizer and Boehringer Ingelheim are also exploringquantum computing to accelerate drug discovery. Classical computers struggle to model and simulate moleculesbecause their complexity grows exponentially with size. Quantumcomputers, however, can model molecules and their interactions atthe quantum level
10Why Quantum Computing isImportant Artificial Intelligence and Machine Learning potential to accelerate machine learning by optimizing the training processfor models that involve large datasets Healthcare and Personalized Medicine could personalize medical treatments by analyzing massive amounts ofgenetic and molecular data could accelerate the analysis of DNA and RNA data, leading to moreeffective personalized treatments for diseases like cancer or geneticdisorders (Genomics) Climate Modeling process the massive amount of data involved in weather patterns moreefficiently, leading to more accurate and timely forecasts (WeatherForecasting) can simulate how different mitigation strategies (like reducing carbonemissions) will impact the climate, helping policymakers create effectiveaction plans (Climate Change Mitigation)
11Current State of QuantumComputing Companies Involved: IBM, Google, Microsoft, Intel, Rigetti, etc. Progress: IBM Quantum leader in quantum computing and offers access to quantum computers via thecloud through IBM Quantum Experience also developed the Qiskit open-source quantum computing framework built several quantum processors, including a 127-qubit processor called Eagle IBM Quantum Network, a global community of companies, universities, and labsworking on quantum computing Google Quantum AI In 2019, Google claimed to have achieved quantum supremacy with theirSycamore processor, a 54-qubit quantum computer, performed a calculation in200 seconds that would take the fastest classical computer 10,000 years. Volkswagen used a quantum algorithm to optimize traffic flow inBeijing, reducing congestion
12Google's Sycamore quantumcomputer
13Challenges in QuantumComputing Decoherence: Qubits are highly sensitive to theirenvironment, which can cause loss of information Error Correction: Developing robust quantum errorcorrection methods is still a significant challenge Hardware Scalability: Scaling quantum computers tomillions of qubits is needed for practical applications.
14The Future of QuantumComputing Potential Developments: More robust quantum algorithms. Advances in quantum networking. Integration with classical computing systems. Impact on Society: Revolutionary changes in technology, medicine, and finance.
15Implementation - QC Qiskit (for IBM), Cirq (for Google), and Q# (for Microsoft).Quantum programming involves controlling qubits andgates and managing superposition, entanglement, andprobabilistic outcomes
16Key quantum algorithms andtheir use cases solve complex problems more efficiently than classicalalgorithms Shor's Algorithm - Integer factorization of large numbers Grover's Algorithm - Unstructured database search Quantum Machine Learning (QML) Algorithms - Machinelearning tasks such as classification, clustering, orregression, but using quantum systems
17Mathematical Notation Superposition: A qubit can be in a state of superposition,represented mathematically as: ∣ψ =α 0 +β 1⟩ ∣ ⟩ ∣ ⟩ where αand β are complex numbers representing the probabilityamplitudes of the qubit being 0 or 1. symbol ψ(psi) - represent wave functions and quantumstatesBra-Ket Notation ∣ψ is a⟩ ket representing the state of the system ⟨ψ is a∣ bra representing the dual vector associated withthe ket
18Mathematical Notation ϕ (phi) - phases or angles χ (khi) - other types of wave functions Bra-Ket Notation Overview Ket: The ψ is called a∣ ⟩ ket and represents a quantumstate (in this case, the state of a qubit). The vertical bar ∣and the right angle bracket denote that it is a vector⟩(direction & Magnitude) in a complex vector space. Bra: In contrast, a bra is denoted as ψ . The bra notation⟨ ∣represents the dual vector associated with the ket.Together, bra and ket notations are used to express innerproducts.
19Mathematical Notation The ψ in ∣ψ⟩ is just a label or name for the specificquantum state. It can represent any quantum state, suchas: ∣0 for the ground state,⟩ ∣1 for the excited state,⟩ or a superposition of these states like ∣ψ =α 0 +β 1⟩ ∣ ⟩ ∣ ⟩
20Quantum States(Superposition) Qubit States: A qubit is the basic unit of quantuminformation, similar to a classical bit, but it can be in morethan just two states. It can be in a combination of twostates, which we write as: ψ =α 0 +β 1∣ ⟩ ∣ ⟩ ∣ ⟩ Here: ∣ψ : This is the state of the qubit we want to teleport.⟩ ∣0 and 1⟩ ∣ ⟩: These are the two basic states of the qubit, like the 'off'and 'on' states of a classical bit. α and β: These are numbers (specifically, complex numbers) that tellus how much of each state is in the qubit. They determine theprobability of measuring the qubit in each state.
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Introduction to Quantum Computing 24.10.24.pptx

  • 1.
    1Introduction toQuantumComputingExploring theFuture of Computational PowerDr. P. ArunaAssociate Professor/CS, PMIST
  • 2.
    2What is QuantumComputing?uses the principles of quantum mechanics to processinformationComparison with Classical Computing: Classical bits: 0 or 1 Quantum bits (qubits): Can be 0, 1, or both at the sametime (superposition). A qubit can exist in multiple states simultaneously due tosuperposition and entanglement.
  • 3.
    3Key Principles ofQuantumComputing Superposition: Qubits can exist in multiple statessimultaneously. Example: A spinning coin represents superposition; it’s notjust heads or tails until you observe it. Entanglement: Qubits can be linked together, so the stateof one qubit can depend on the state of another, no matterhow far apart they are. Example: If one qubit is measured and found to be 0, theentangled qubit will be 1.
  • 4.
    4How Quantum ComputingWorksQuantumCircuits: A sequence of quantum gates applied to qubits.Quantum Gates: Operations that change the state of qubits, similar to logicgates in classical computing. building blocks of quantum circuits. Example: Hadamard gate creates superposition; CNOT gatecreates entanglement.
  • 5.
    5Quantum Gates HadamardGate (H): Creates superposition, transforming a qubitfrom a definite state 0 or 1 into a superposition of both.∣ ⟩ ∣ ⟩ Controlled-NOT (CNOT) Gate: A two-qubit gate that flips the secondqubit (target) if the first qubit (control) is in state 1 . It is used to∣ ⟩create entanglement. Pauli-X Gate: Similar to the classical NOT gate, flips the state of aqubit Phase Gate (S and T Gates): Changes the phase of a qubit,important for interference in quantum algorithms.
  • 6.
    6Structure of aQuantumCircuit Qubit Initialization: Qubits start in a known state,typically 0 |0rangle 0 .∣ ⟩ ∣ ⟩ Gate Operations: A series of quantum gates are applied toqubits, creating superposition, entanglement, andinterference. Measurement: At the end of the computation, qubits aremeasured. Measurement collapses the qubits’ states intoclassical 0s and 1s, producing a result that reflects theprobabilities encoded by the quantum circuit.
  • 7.
    7Simple Quantum CircuitConsider a quantum circuit that creates a Bell State (amaximally entangled state of two qubits): Step 1: Apply a Hadamard gate to the first qubit: This creates a superposition of 0 and 1 .∣ ⟩ ∣ ⟩ Step 2: Apply a CNOT gate with the first qubit as the controland the second qubit as the target: Now the two qubits are entangled.
  • 8.
    8 CNOT Operation:If the control qubit is 0 , the target qubit remains unchanged.∣ ⟩ If the control qubit is 1 , the target qubit is flipped (changed∣ ⟩from 0 to 1 or vice versa).∣ ⟩ ∣ ⟩ Applying CNOT to the Initial State: Now let's apply the CNOT gate to the state 00 + 10 :∣ ⟩ ∣ ⟩ For 00∣ ⟩: Control is 0 → Target remains 0 .∣ ⟩ ∣ ⟩ CNOT acts as: CNOT( 00 )= 00∣ ⟩ ∣ ⟩ For 10∣ ⟩: Control is 1 → Target flips from 0 to 1 .∣ ⟩ ∣ ⟩ ∣ ⟩ CNOT acts as: CNOT( 10 )= 11∣ ⟩ ∣ ⟩
  • 9.
    9Why Quantum ComputingisImportant Speed: Can solve complex problems much faster than classicalcomputers. Applications: Cryptography: Break current encryption methods (RSA, whichdepend on the difficulty of factoring large numbers). Drug discovery: Simulate molecular interactions. Googledemonstrated quantum supremacy by simulating a simplechemical reaction (hydrogen molecules interacting). Companieslike Pfizer and Boehringer Ingelheim are also exploringquantum computing to accelerate drug discovery. Classical computers struggle to model and simulate moleculesbecause their complexity grows exponentially with size. Quantumcomputers, however, can model molecules and their interactions atthe quantum level
  • 10.
    10Why Quantum ComputingisImportant Artificial Intelligence and Machine Learning potential to accelerate machine learning by optimizing the training processfor models that involve large datasets Healthcare and Personalized Medicine could personalize medical treatments by analyzing massive amounts ofgenetic and molecular data could accelerate the analysis of DNA and RNA data, leading to moreeffective personalized treatments for diseases like cancer or geneticdisorders (Genomics) Climate Modeling process the massive amount of data involved in weather patterns moreefficiently, leading to more accurate and timely forecasts (WeatherForecasting) can simulate how different mitigation strategies (like reducing carbonemissions) will impact the climate, helping policymakers create effectiveaction plans (Climate Change Mitigation)
  • 11.
    11Current State ofQuantumComputing Companies Involved: IBM, Google, Microsoft, Intel, Rigetti, etc. Progress: IBM Quantum leader in quantum computing and offers access to quantum computers via thecloud through IBM Quantum Experience also developed the Qiskit open-source quantum computing framework built several quantum processors, including a 127-qubit processor called Eagle IBM Quantum Network, a global community of companies, universities, and labsworking on quantum computing Google Quantum AI In 2019, Google claimed to have achieved quantum supremacy with theirSycamore processor, a 54-qubit quantum computer, performed a calculation in200 seconds that would take the fastest classical computer 10,000 years. Volkswagen used a quantum algorithm to optimize traffic flow inBeijing, reducing congestion
  • 12.
  • 13.
    13Challenges in QuantumComputingDecoherence: Qubits are highly sensitive to theirenvironment, which can cause loss of information Error Correction: Developing robust quantum errorcorrection methods is still a significant challenge Hardware Scalability: Scaling quantum computers tomillions of qubits is needed for practical applications.
  • 14.
    14The Future ofQuantumComputing Potential Developments: More robust quantum algorithms. Advances in quantum networking. Integration with classical computing systems. Impact on Society: Revolutionary changes in technology, medicine, and finance.
  • 15.
    15Implementation - QCQiskit (for IBM), Cirq (for Google), and Q# (for Microsoft).Quantum programming involves controlling qubits andgates and managing superposition, entanglement, andprobabilistic outcomes
  • 16.
    16Key quantum algorithmsandtheir use cases solve complex problems more efficiently than classicalalgorithms Shor's Algorithm - Integer factorization of large numbers Grover's Algorithm - Unstructured database search Quantum Machine Learning (QML) Algorithms - Machinelearning tasks such as classification, clustering, orregression, but using quantum systems
  • 17.
    17Mathematical Notation Superposition:A qubit can be in a state of superposition,represented mathematically as: ∣ψ =α 0 +β 1⟩ ∣ ⟩ ∣ ⟩ where αand β are complex numbers representing the probabilityamplitudes of the qubit being 0 or 1. symbol ψ(psi) - represent wave functions and quantumstatesBra-Ket Notation ∣ψ is a⟩ ket representing the state of the system ⟨ψ is a∣ bra representing the dual vector associated withthe ket
  • 18.
    18Mathematical Notation ϕ(phi) - phases or angles χ (khi) - other types of wave functions Bra-Ket Notation Overview Ket: The ψ is called a∣ ⟩ ket and represents a quantumstate (in this case, the state of a qubit). The vertical bar ∣and the right angle bracket denote that it is a vector⟩(direction & Magnitude) in a complex vector space. Bra: In contrast, a bra is denoted as ψ . The bra notation⟨ ∣represents the dual vector associated with the ket.Together, bra and ket notations are used to express innerproducts.
  • 19.
    19Mathematical Notation Theψ in ∣ψ⟩ is just a label or name for the specificquantum state. It can represent any quantum state, suchas: ∣0 for the ground state,⟩ ∣1 for the excited state,⟩ or a superposition of these states like ∣ψ =α 0 +β 1⟩ ∣ ⟩ ∣ ⟩
  • 20.
    20Quantum States(Superposition) QubitStates: A qubit is the basic unit of quantuminformation, similar to a classical bit, but it can be in morethan just two states. It can be in a combination of twostates, which we write as: ψ =α 0 +β 1∣ ⟩ ∣ ⟩ ∣ ⟩ Here: ∣ψ : This is the state of the qubit we want to teleport.⟩ ∣0 and 1⟩ ∣ ⟩: These are the two basic states of the qubit, like the 'off'and 'on' states of a classical bit. α and β: These are numbers (specifically, complex numbers) that tellus how much of each state is in the qubit. They determine theprobability of measuring the qubit in each state.
  • 21.

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