Quantum Computing Capstone CAP-QC-QNN.v1

Quantum Approximate Optimization Algorithm (QAOA) for MaxCut

This capstone explores QAOA for solving the MaxCut problem. Participants will implement QAOA, optimize graph partitioning, and compare quantum vs. classical performance using real-world datasets and quantum computing frameworks.

This Course Includes:

6 hours on-demand video | 9 Articles | 4 Downloadable Resources
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Certificate of completion
  • Understand QAOA and variational quantum algorithms.
  • Implement QAOA for MaxCut using Qiskit.
  • Optimize quantum circuits for better performance.
  • Compare quantum vs. classical MaxCut solutions.
  • Tune hyperparameters for improved accuracy.
  • Analyze results on quantum simulators and hardware.

Course Curriculum & Resources

  • Fundamentals of QAOA and combinatorial optimization
  • Understanding the MaxCut problem and its applications

  • Encoding MaxCut as a quantum optimization problem
  • Implementing QAOA using Qiskit and fine-tuning parameters

  • Comparing QAOA vs. classical algorithms for MaxCut
  • Evaluating execution on quantum simulators and hardware

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Instructor Info

  • Instructor Code: ABM07
  • Specialty: Cloud, Data Science & GenAI Expert
  • Experience: Worked with Microsoft, JO Morgan Chase, Deloitte Consulting in the USA
  • Education: Holds an MS in Data Analytics Engineering from George Mason University, USA, and an MTech in Biomedical Engineering from IIT Bombay.

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    Frequently Asked Questions

    Basic understanding of quantum algorithms is helpful but not mandatory.
    Qiskit, Python, and cloud-based quantum platforms like IBM Quantum.ional knowledge in these areas for all participants.
    Yes, the project includes benchmarking QAOA against traditional MaxCut solvers. platforms for quantum execution (e.g., IBM Q Experience, Google Cirq).
    It provides hands-on experience in quantum optimization and variational algorithms.

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    Quantum Approximate Optimization Algorithm (QAOA) for MaxCut

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