Quantum Machine Learning Courses and Certifications

Institute for Pure & Applied Mathematics (IPAM)

Generating Approximate Ground States of Molecules Using Quantum Machine Learning

Explore quantum machine learning for generating molecular ground states, focusing on potential energy surfaces and efficient state preparation using variational quantum circuits and neural networks.

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

Institute for Pure & Applied Mathematics (IPAM)

Exponential Concentration in Quantum Generative Modeling and Quantum Kernel Methods

Explore exponential concentration in quantum generative modeling and kernel methods, examining causes, consequences, and the impact of shot noise on these quantum machine learning models.

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

Quantum Machine Learning 101: An Introduction for Beginners with TensorFlow

Explore quantum machine learning basics and implement simple algorithms using TensorFlow. Gain hands-on experience in this emerging field at the intersection of quantum computing and AI.

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

APS Physics

Making Quantum Algorithms Learn from Data

Explore cutting-edge research on integrating machine learning with quantum algorithms, enhancing their ability to process and learn from data for advanced computational tasks.

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

Simons Institute

Analog Quantum Machine Learning for Near-Term Hardware

Explore analog quantum machine learning's potential on current hardware for cognitive tasks, energy calculations, and quantum metrology enhancements using programmable quantum simulators.

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

Simons Institute

Quantum Neural Networks: Design and Training for Quantum Learning Tasks

Explore dissipative quantum neural networks, their feed-forward functionality, and universal quantum computation capabilities. Learn about training methods and benchmarking for unknown unitary operations.

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

ICTP-SAIFR

Prospects and Challenges for Quantum Machine Learning - Class 3

Explore prospects and challenges of quantum machine learning with Marco Cerezo, delving into cutting-edge research and potential applications in this advanced lecture.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

ICTP-SAIFR

Prospects and Challenges for Quantum Machine Learning - Class 2

Explore prospects and challenges of quantum machine learning with Marco Cerezo, delving into advanced concepts and potential applications in this comprehensive lecture.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

ICTP-SAIFR

Prospects and Challenges for Quantum Machine Learning - Class 1

Explore the potential and obstacles of quantum machine learning with Marco Cerezo, delving into cutting-edge research and applications in this emerging field.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

Advanced Cyberinfrastructure Training at RPI

Quantum Machine Learning with Covalent

Explore quantum machine learning using Covalent, gaining insights into advanced computational techniques and their applications in data analysis and problem-solving.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

Xanadu

Quantum Machine Learning: 2023 and Beyond

Explore quantum machine learning's current state and future prospects with insights from a senior researcher in the field.

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

Xanadu

Towards Geometric Quantum Machine Learning

Explore geometric approaches to quantum machine learning with insights from a Los Alamos National Laboratory scientist.

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

Xanadu

The Expressive Power of Restricted QML Architectures

Explore the expressive capabilities of restricted Quantum Machine Learning architectures with insights from MIT's NSF Graduate Fellow.

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

Xanadu

Five Key Insights in Quantum Machine Learning - and What is Still Missing

Explore five crucial insights in quantum machine learning and identify gaps in current research with expert Maria Schuld.

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

PCS Institute for Basic Science

QML for Optimization via Variational Algorithms and Coordinate Transformations

Explore quantum machine learning's potential in NISQ devices, focusing on novel optimization techniques using coordinate transformations to overcome common barriers in gradient methods.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video