Variational Quantum Algorithms Courses and Certifications

ICTP-SAIFR

Advantages and Drawbacks of Variational Quantum Algorithms

Explore the key advantages and limitations of variational quantum algorithms, examining their practical applications and implementation challenges in quantum computing systems.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Centre for Quantum Technologies

Verifiable End-to-End Delegated Variational Quantum Algorithms

Discover a framework for securely delegating variational quantum algorithms to powerful servers while maintaining privacy and verifiability in quantum cloud computing.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Centre for Quantum Technologies

Variational Quantum Algorithms with Exact Geodesic Transport

Discover advanced optimization techniques for variational quantum algorithms using exact geodesic transport and Riemannian geometry to achieve 20x faster convergence than traditional methods.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Sophia Economou - Problem-Tailored Variational Quantum Algorithms - IPAM at UCLA

Explore problem-tailored variational quantum algorithms, including symmetry-preserving circuits, ADAPT-VQE, and ctrl-VQE, for improved performance in quantum simulations.

• YouTube
• 40 minutes
• On-Demand
• Free Video

PCS Institute for Basic Science

Variational Quantum Algorithms for the Geometric Measure of Entanglement

Explore Variational Quantum Algorithms, their challenges, and applications in determining Geometric Measure of Entanglement. Learn about barren plateaus and strategies to mitigate them.

• YouTube
• 1 hour
• On-Demand
• Free Video

QuICS

Control-Based Variational Quantum Algorithms and Dynamical Noise Suppression

Explore quantum control optimization techniques and noise suppression methods for variational algorithms, focusing on pulse design and geometric approaches to enhance quantum computations.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Qiskit

Practical Quantum Techniques - Variational Quantum Algorithms and Their Challenges

Explore variational quantum algorithms, their foundations, key challenges like barren plateaus, and recent research addressing scalability limitations in near-term quantum computing.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Hybrid Variational Algorithms for Classical and Quantum Complex Systems

Exploring hybrid classical-quantum variational algorithms for complex systems, focusing on QAOA applications in NISQ era. Discusses implementations on classical emulators and Rydberg atom quantum machines.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Mathematical and Computational Challenges in Quantum Computing Tutorials - 2023

Explore quantum computing fundamentals through tutorials on linear algebra, error correction, algorithms, and NISQ processors from leading researchers.

• YouTube
• 16 hours 42 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Quantum Numerical Linear Algebra

Explore cutting-edge quantum algorithms for linear algebra tasks including solving systems, eigenvalue decomposition, and matrix functions on near-term quantum devices.

• YouTube
• 12 hours 41 minutes
• On-Demand
• Free Video

Simons Institute

Panel on Quantum Machine Learning and Barren Plateaus

Expert panel explores quantum machine learning challenges, focusing on barren plateaus and their implications for algorithm design and practical quantum computing applications.

• YouTube
• 49 minutes
• On-Demand
• Free Video

MIT HAN Lab

Noise Robust Quantum Machine Learning - Lecture 23

Explore noise-robust quantum machine learning techniques, focusing on mitigating errors in quantum systems for improved ML performance.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

NISQ-Era Quantum Algorithms - Lecture 19

Explore NISQ-era quantum algorithms, focusing on their applications and limitations in current quantum computing systems.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Qiskit

Adaptive Quantum Simulation Algorithms - State of the Art and Outlook

Discover adaptive quantum simulation algorithms through ADAPT-VQE, exploring problem-tailored approaches to ansatz construction and pulse-based alternatives for variational quantum algorithms.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Variational Quantum Architectures for Linear Algebra Applications

Explore variational quantum algorithms for linear algebra applications, including singular value decomposition, linear system solving, and generative models, with focus on NISQ-era implementations and real-world examples.

• YouTube
• 32 minutes
• On-Demand
• Free Video