Quantum Machine Learning Courses and Certifications

MIT HAN Lab

Quantum Machine Learning: Single and Multiple-Qubit Systems - Lecture 22

Discover the fundamentals of quantum machine learning, from single qubit states to quantum circuits, with practical insights into NISQ era compilation and neutral atom quantum computing.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

MIT HAN Lab

Quantum Machine Learning: Parameterized Quantum Circuits and Training - Lecture 23

Dive into advanced quantum machine learning concepts, exploring parameterized quantum circuits, quantum classifiers, and practical applications using TorchQuantum for robust architecture development.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

MIT HAN Lab

Course Summary and Introduction to Quantum Machine Learning - Lecture 22

Explore quantum machine learning fundamentals, from single-qubit states to quantum circuits, while understanding compilation workflows for neutral atom quantum computers in the NISQ era.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Automatic Generation of Optimized Quantum Circuits for Real-world Machine Learning Applications

Discover how to automatically generate and optimize quantum circuits for practical machine learning implementations, focusing on real-world applications and efficiency improvements.

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

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Machine Learning Using Quantum Light

Explore how quantum light properties enable advanced machine learning algorithms and computational advantages in this interdisciplinary physics approach.

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

Centre for Quantum Technologies

Shadows of Quantum Machine Learning and Shallow-Depth Learning Separations

Explore quantum machine learning advantages through hybrid models requiring quantum resources only during training, plus unconditional learning benefits in shallow-depth circuits.

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

Centre for Quantum Technologies

Fourier Fingerprints of Ansatzes in Quantum Machine Learning

Explore Fourier fingerprints to predict optimal ansatz performance in quantum machine learning before training, with applications to jet reconstruction in high-energy physics.

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

Centre for Quantum Technologies

Scalable Quantum Machine Learning Models in Fourier Space

Discover how Fourier analysis enables massively scalable quantum machine learning models, training on classical hardware with thousands of qubits and millions of parameters.

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

Centre for Quantum Technologies

Designing Quantum Machine Learning Models for Graphs

Explore geometric quantum machine learning models for graph datasets, understanding their design principles and benefits over classical approaches.

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

Centre for Quantum Technologies

Kernel-based Dequantization of Variational Quantum Machine Learning

Discover kernel-based methods for dequantizing quantum machine learning models using trigonometric kernels and Random Fourier Features to match quantum circuit performance classically.

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

Quantum Computing and Quantum Machine Learning - Part 1

709 ratings at Udemy

Foundational Course for Quantum Computing and Quantum Machine Learning

• Udemy
• 2 hours 33 minutes
• On-Demand
• Paid Course

Quantum Computing and Quantum Machine Learning - Part 2

260 ratings at Udemy

Introduction to Quantum Principles, Quantum Gates and Quantum Programming

• Udemy
• 2 hours 2 minutes
• On-Demand
• Paid Course

Quantum Computing and Quantum Machine Learning - Part 3

201 ratings at Udemy

Learn great concepts like Quantum Teleportation, Super Dense Coding and IBM's qiskit toolkit

• Udemy
• 1 hour 52 minutes
• On-Demand
• Paid Course

Quantum Computing and Quantum Machine Learning - Part 4

197 ratings at Udemy

Learn state of the Quantum Algorithms, Quantum Circuits and Practicals on Qiskit

• Udemy
• 1 hour 10 minutes
• On-Demand
• Paid Course

Institute for Pure & Applied Mathematics (IPAM)

Mathematical Aspects of Quantum Learning Workshop 2023

Explore the intersection of quantum computing and machine learning through expert talks on quantum algorithms, data processing, and mathematical foundations.

• YouTube
• 18 hours 23 minutes
• On-Demand
• Free Video