How to Create, Optimize, and Implement Quantum ML Algorithms

Explore the fundamentals of quantum machine learning algorithms in this comprehensive 1 hour 13 minute conference talk presented by ChemicalQDevice CEO Kevin Kawchak. Learn to create, optimize, and implement quantum ML algorithms through practical tutorials and hands-on examples. Dive into Qiskit circuit basics, covering superposition, Bell states, and GHZ states. Discover advanced circuit techniques, including custom gates, composite gates, and parameterized quantum circuits. Gain insights into pulse-level programming with Qiskit Pulse, exploring calibration, linking, and transpilation. Understand the optimization process for quantum algorithms, focusing on transpiler passes and pass managers with various optimization levels. Explore hyperparameter tuning techniques for quantum models, including optimizer selection, loss functions, and activation functions. Access valuable resources and walk-throughs provided by CQD Quantum Developer to enhance your quantum ML skills and apply them to real-world problems.