PennyLane Courses and Certifications

Hackaday

Quantum Computing - Guest Lecture

Explore quantum machine learning with Dr. Maria Schuld, covering linear models, deep learning, quantum software, and the intersection of quantum computing and AI.

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

Xanadu

Rigetti's Roadmap and QML Classification with PennyLane-Rigetti

Explore Rigetti's quantum computing roadmap and learn QML classification using pennylane-rigetti in this insightful talk by Marquess Valdez at QHack 2023.

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

ChemicalQDevice

Quantum Machine Learning Parameters for Breakthrough Parallel Algorithms

Explore breakthrough parallel quantum algorithms for machine learning, improving performance and efficiency. Learn key benefits and optimal parameter settings for quantum-classical hybrid models.

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

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

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
• On-Demand
• Free Video

ChemicalQDevice

Quantum Machine Learning Backend Selection Process for Medical Applications

Explore quantum backend selection for machine learning in medicine. Compare simulators and hardware from IBM, Pennylane, Google, and AWS to optimize circuit performance and application suitability.

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

ChemicalQDevice

Advancing Quantum Algorithms for Brain Images Neuroradiology - Live Demo

Explore quantum algorithms for neuroradiology through live demos in IBM Qiskit and Pennylane. Learn about hybrid networks, recent advancements, and their potential impact on brain image processing.

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

ChemicalQDevice

Classification and QML Neuroimaging for Alzheimer's Prediction

Explore quantum machine learning for Alzheimer's prediction using neuroimaging. Learn about recent advancements, Pennylane circuits, and potential business applications in healthcare and neurological disorders.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Introduction to quantum computing for developers - from hardware to applications

Explore quantum computing fundamentals, from qubits to applications. Understand the quantum stack, programming tools, and potential industry impacts. Gain insights for further learning and development.

• Microsoft Learn
• 41 minutes
• On-Demand
• Free Online Course