ChemicalQDevice Courses

Advanced PyTorch and TensorFlow Deep Learning with QML and QiML Layers

Incorporate quantum algorithms into machine learning frameworks using PyTorch and Keras. Learn benchmarking, strategic layer insertion, and explore potential applications with quantum layers.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

PennyLane, GPUs, and Quantum Machine Learning for NIH Developers - Seminar

Explore GPU-accelerated quantum machine learning tools for NIH researchers. Learn about QML/QiML, tensor networks, variational algorithms, high-dimensional qudits, and dequantized algorithms for biomedical data analysis.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Qiskit, PennyLane QML, and QiML Demos - Thanksgiving Eve

Explore Qiskit and PennyLane QML/QiML demos to improve runtimes, losses, and accuracies. Learn quantum computational building blocks and differentiable programming for medical R&D applications.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Deep Learning with Quantum and Classical Parameters

Explore end-to-end differentiation in QML/QiML AI, focusing on quantum-inspired workflows, quantum transfer learning, and troubleshooting techniques for improved AI accuracies and utilities.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

QML/QiML Technology for Medical Regulatory Agency Review - November 9, 2023

Explore QML/QiML technology for medical regulatory review, covering key organizations, fundamental areas, and specific medical research applications. Gain insights into FDA guidelines and next steps.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

QiML Algorithm Architecture R&D - New Utilities and Higher Accuracies

Explore advanced quantum algorithm architectures for improved QiML performance. Discover gate-less circuit designs and new utilities to enhance adoption and accuracy in quantum machine learning.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

New 2023 FDA Annual Approvals and QiML Practical Applications

Explore FDA's 2023 AI/ML medical device approvals and quantum-inspired machine learning applications in healthcare, focusing on practical R&D potential for medical submissions.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

FDA AI/ML Medical Device Guidelines and Potential QML Submissions

Explore FDA guidelines for AI/ML medical devices and potential quantum machine learning submissions. Gain insights into regulatory frameworks and emerging technologies shaping the future of healthcare innovation.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

How to Select the Correct QML Loss Function and Optimizer

Explore loss functions and optimizers for quantum machine learning libraries. Learn to choose optimal parameters for accurate predictions and efficient model convergence in QML applications.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

IBM Qiskit Machine Learning Tutorials

Explore IBM Qiskit Machine Learning tutorials for quantum-inspired models using Python. Learn rapid prototyping techniques, practical R&D workflows, and quantum simulators for state-of-the-art machine learning applications.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Specific QiML Algorithms for Medical R&D Applications

Explore quantum-inspired machine learning algorithms for medical R&D, focusing on practical solutions and their integration with classical workflows using PyTorch.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Advanced Discussion: Potential Quantum Radiomics ML Workflows

Explore quantum machine learning workflows for medical imaging, focusing on efficient state vector circuits, pure state representations, and exact expectation values. Discover recent advancements in large-scale quantum simulations.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Python PyTorch Quantum ML Ports and Models for Potential Medical Use

Explore quantum machine learning models using Python and PyTorch for medical applications. Learn to build and implement ports tailored for healthcare advancements.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

PennyLane Python Quantum Machine Learning Demos - Comprehensive Overview

Explore PennyLane's quantum machine learning demos, covering topics from graph embeddings to variational classifiers. Gain hands-on experience with cutting-edge QML applications and techniques.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

How to Succeed in PennyLane Library for Medical QML Developers

Master PennyLane for medical quantum machine learning. Explore 10 key topics, from quantum circuits to QNode returns, enhancing your skills in this cutting-edge field.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video