Course curriculum

  • 1

    Quantum Machine Learning : Beginner

    • Quantum Machine Learning - Pennylane

    • Quantum Embedding

    • Circuit Ansatz, Hybrid Computation, Quantum Node

    • Quantum Feature Map

    • Relevance of QNN

    • Quantum State Learning

    • Pennylane VQE Tutorial
  • 2

    Quantum Machine Learning: Application

    • IBMQ - Quantum Experience

    • Quantum Support Vector Machines (QSVM)

    • Principle Component Analysis (PCA)

    • Variational Quantum Classifiers (VQC)

    • Quantum K-Means Clustering (KMC)

    • Quantum Convolutional Neural Network (CNN)

    • Quantum Optical Neural Network (QONN)

    • (Exercise) Quantum GAN
  • 3

    Quantum Information Theory

    • Types of Entropy and Mutual Information

    • Kullback Leibler Divergence, Quantum Relative Entropy

    • Holevo's Theorem

    • Landauer Principle, Margolus-Levitin Theorem

    • Distance Measures for QIT: Trace Distance & Fidelity

    • Uncertainty Principle

    • Solovay–Kitaev Theorem

    • Wehrl Entropy, SSA, Lieb's Theorem

    • Wehrl Entropy, SSA, Lieb's Theorem

    • Gottesman–Knill theorem, Eastin–Knill theorem

    • Bennet's Laws, Partial Transpose, Entanglement Measures

    • No-Broadcasting Theorem, Superbroadcasting

    • No-Hiding Theorem, No-Communication Theorem

    • No-Teleportation Theorem, No-Deleting Theorem
  • 4

    Quantum Communication

    • LOCC, Entanglement Swapping

    • Quantum Channels, Channel Capacity

    • Quantum Repeaters & Entanglement Distillation

    • Quantum Key Distribution
  • 5

    Quantum Architecture Types and Hardware

    • Open QASM: Quantum Assembly

    • Photonics Hardware

    • Ion Trapping Technique

    • Superconducting Quantum Interference Device (SQUID)
  • 6

    Industrial Applications of Quantum Computing

    • Chemistry

    • Biotechnology
  • 7

    Quantum Error Correction

    • Causes of Quantum error & Quantum Noise( BF, NF, BNF)

    • Physical vs. Logical Qubits & Shor Code

    • Stabilizers & Quantum Noise Model

    • XZZX Surface Coding
  • 8

    Quantum Photonics Programming

    • Strawberry Fields: QuModes

    • Continuous Variable Quantum Information Theory

    • Fock States, Wigner Function, Photonic Measurements

    • Quantum Teleportation & Gaussian Cloning

    • Boson Sampling Model

    • Time Domain Photonic Circuits

    • Instantaneous Quantum Polynomial
  • 9

    Conclusion

    • Practice Test

    • Exam

    • Survey

    • Conclusion

Launching 26th January, 2022

This course will be made available from 26th January,2022. Kindly enroll yourself now to get notified when published!

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Quantum Training

Specialized Training to Optimize your Business

  • Learn by doing

    Practice processes and methods through simulations, assessments, case studies and tools, including the IBM Q experience.

  • Learn on Demand

    Access all of the content online and watch videos on the go.

  • Learn from Others

    Connect with an international community of professionals while working on projects based in real-world examples.