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#Quantum Machine Learning

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ICTP-SAIFR

Prospects and Challenges for Quantum Machine Learning - Class 2

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Explore prospects and challenges of quantum machine learning with Marco Cerezo, delving into advanced concepts and potential applications in this comprehensive lecture.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
ICTP-SAIFR

Prospects and Challenges for Quantum Machine Learning - Class 1

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Explore the potential and obstacles of quantum machine learning with Marco Cerezo, delving into cutting-edge research and applications in this emerging field.
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1 Lesons
1 hour 24 minutes
On-Demand
Free-Video
ICTP-SAIFR

Prospects and Challenges for Quantum Machine Learning - Class 3

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Explore prospects and challenges of quantum machine learning with Marco Cerezo, delving into cutting-edge research and potential applications in this advanced lecture.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Trained Quantum Neural Networks are Gaussian Processes

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Explore the mathematical foundations of quantum neural networks, focusing on their convergence to Gaussian processes and implications for training in supervised learning scenarios.
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1 Lesons
25 minutes
On-Demand
Free-Video
All Things Open

Quantum Machine Learning - Cutting Through the Buzzword BS

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Explore the intersection of quantum computing and machine learning, examining QML's viability, progress, and challenges. Learn how ML developers can contribute to open-source QML projects like Qiskit Machine Learning.
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1 Lesons
47 minutes
On-Demand
Free-Video
ACM SIGPLAN

Qadence: A Differentiable Interface for Digital-Analog Quantum Programs

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Explore Qadence, a high-level interface for digital-analog quantum programs. Learn about its flexible design, native differentiability, and focus on real device execution for quantum machine learning algorithms.
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1 Lesons
23 minutes
On-Demand
Free-Video
Simons Institute

Generating Approximate Ground States of Molecules Using Quantum Machine Learning

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Explore quantum machine learning techniques for approximating molecular ground states, advancing our understanding of quantum chemistry and computational methods.
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1 Lesons
35 minutes
On-Demand
Free-Video
Simons Institute

Quantum Machine Learning in the NISQ Era

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Explore cutting-edge quantum machine learning techniques and their applications in the Noisy Intermediate-Scale Quantum (NISQ) era with expert Iordanis Kerenidis.
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1 Lesons
45 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Sampling-Based Sublinear Low-Rank Matrix Arithmetic Framework for Dequantizing Quantum Machine Learning

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Explore quantum-inspired classical algorithms for machine learning, focusing on sublinear low-rank matrix arithmetic and singular value transformation techniques.
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9 Lesons
21 minutes
On-Demand
Free-Video
Simons Institute

Quantum Machine Learning- Prospects and Challenges

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Explore prospects and challenges in quantum machine learning, covering classification techniques, dimensionality reduction, data loading, and benchmarking for both optimistic and cautious perspectives.
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11 Lesons
39 minutes
On-Demand
Free-Video
Simons Institute

A Classical Algorithm Framework for Dequantizing Quantum Machine Learning

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Explore dequantization of quantum machine learning algorithms, focusing on classical techniques for approximating quantum linear algebra and their implications for QML speedups.
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16 Lesons
34 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Training Quantum Neural Networks with an Unbounded Loss Function - IPAM at UCLA

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Explore quantum neural networks, unbounded loss functions, and techniques to overcome barren plateaus in quantum machine learning, with applications in thermal state and Hamiltonian learning.
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16 Lesons
32 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Dequantization and Quantum Advantage in Learning from Experiments - IPAM at UCLA

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Explore quantum advantage in data processing, learning from experiments, and dequantization. Discover how quantum technology can revolutionize experimental data acquisition and analysis in various scientific tasks.
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20 Lesons
32 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Time-Dependent Hamiltonian Simulation of Highly Oscillatory Dynamics - IPAM at UCLA

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Explore highly oscillatory dynamics in quantum systems, focusing on efficient simulation algorithms for time-dependent Hamiltonians with applications in various scientific fields.
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11 Lesons
35 minutes
On-Demand
Free-Video
Simons Institute

Panel on Quantum Machine Learning and Barren Plateaus

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Expert panel explores quantum machine learning challenges, focusing on barren plateaus and their implications for algorithm design and practical quantum computing applications.
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1 Lesons
49 minutes
On-Demand
Free-Video
Hackaday

Quantum Computing - Guest Lecture

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Explore quantum machine learning with Dr. Maria Schuld, covering linear models, deep learning, quantum software, and the intersection of quantum computing and AI.
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17 Lesons
50 minutes
On-Demand
Free-Video
APS Physics

Making Quantum Algorithms Learn from Data

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Explore cutting-edge research on integrating machine learning with quantum algorithms, enhancing their ability to process and learn from data for advanced computational tasks.
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1 Lesons
49 minutes
On-Demand
Free-Video
Linux Foundation

Quantum Machine Learning 101: An Introduction for Beginners with TensorFlow

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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.
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1 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Understanding Quantum Machine Learning Also Requires Rethinking Generalization

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Explores challenges in understanding generalization in quantum machine learning, revealing limitations of traditional approaches and the need for new paradigms in model design and evaluation.
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1 Lesons
44 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Exponential Separations Between Classical and Quantum Learners - IPAM at UCLA

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Explore exponential advantages of quantum learning algorithms over classical ones, including new results from complex quantum systems and restricted quantum capabilities in training stages.
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1 Lesons
52 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Quantum Statistical Query Learning II of II - IPAM at UCLA

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Explores quantum statistical query learning, comparing it to quantum PAC models. Discusses lower bounds, separation results, and potential applications in quantum learning theory.
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1 Lesons
44 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Quantum Statistical Query Learning I of II - IPAM at UCLA

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Explore quantum statistical query learning, its comparison to quantum PAC models, and key results in function learning and measurement types. Gain insights into QSQ lower bounds and proof strategies.
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1 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

The Role of Data, Precomputation, and Communication in a Quantum Learning Landscape

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Explore quantum computing's impact on data analysis, learning from quantum systems, and the interplay between quantum data and computation in distributed systems.
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1 Lesons
48 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Generating Approximate Ground States of Molecules Using Quantum Machine Learning

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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.
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1 Lesons
52 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Exponential Concentration in Quantum Generative Modeling and Quantum Kernel Methods

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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.
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1 Lesons
1 hour
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Signal and Noise - Learning with Random Quantum Circuits and Other Agents of Chaos

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Explores quantum learning in noisy computation, discussing error mitigation limitations and the surprising benefits of non-unital noise in quantum machine learning, challenging conventional understanding.
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1 Lesons
39 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

How to Rethink Quantum Machine Learning - IPAM at UCLA

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Explore the intersection of quantum computing and machine learning, challenging conventional approaches and examining core quantum routines from a generalization perspective.
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1 Lesons
43 minutes
On-Demand
Free-Video
Simons Institute

Analog Quantum Machine Learning for Near-Term Hardware

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Explore analog quantum machine learning's potential on current hardware for cognitive tasks, energy calculations, and quantum metrology enhancements using programmable quantum simulators.
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1 Lesons
48 minutes
On-Demand
Free-Video
Simons Institute

Quantum Neural Networks: Design and Training for Quantum Learning Tasks

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Explore dissipative quantum neural networks, their feed-forward functionality, and universal quantum computation capabilities. Learn about training methods and benchmarking for unknown unitary operations.
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1 Lesons
31 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Photonic Quantum Computing: A Bright Future for Many Applications

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Explore photonic quantum computing architectures, applications, and future challenges. Discover quantum machine learning, reinforcement learning, and secure computing in quantum networks.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
linux.conf.au

Qiskit - Building a Quantum Computing Community

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Explore quantum computing with Qiskit, an open-source SDK. Learn about qubits, quantum algorithms, and join a global community of developers pushing the boundaries of computational power.
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25 Lesons
45 minutes
On-Demand
Free-Video
Open Compute Project

AI for Quantum Computing and NVIDIA's Quantum Computing Strategy

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Discover NVIDIA's strategic approach to quantum computing and how AI technologies are being integrated into quantum computational systems.
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1 Lesons
21 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Quantum Policy Gradient Algorithms for Reinforcement Learning

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Delve into quantum policy gradient algorithms and their application in reinforcement learning, exploring quantum-classical speed-ups and parameterized quantum circuits for AI advancement.
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14 Lesons
23 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Out-of-distribution Generalization for Learning Quantum Dynamics and Dynamical Simulation

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Explore groundbreaking research on out-of-distribution generalization in quantum machine learning, focusing on learning unknown unitaries and efficient quantum dynamics simulation for NISQ devices.
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1 Lesons
28 minutes
On-Demand
Free-Video
Data Science Festival

Introduction to Quantum Computing and Quantum Technology

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Explore quantum computing fundamentals, mechanics, advantages, and applications in various industries. Gain insights into quantum machine learning for data science.
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1 Lesons
20 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

NISQ-Era Quantum Algorithms - Lecture 19

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Explore NISQ-era quantum algorithms, focusing on their applications and limitations in current quantum computing systems.
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1 Lesons
15 minutes
On-Demand
Free-Video
Xanadu

Rigetti's Roadmap and QML Classification with PennyLane-Rigetti

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Explore Rigetti's quantum computing roadmap and learn QML classification using pennylane-rigetti in this insightful talk by Marquess Valdez at QHack 2023.
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1 Lesons
19 minutes
On-Demand
Free-Video
Xanadu

Quantum Machine Learning: 2023 and Beyond

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Explore quantum machine learning's current state and future prospects with insights from a senior researcher in the field.
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1 Lesons
21 minutes
On-Demand
Free-Video
Fields Institute

Searching for Applications of Realistic Quantum Computers

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Explore potential uses of near-term quantum devices and their impact on various fields, focusing on practical implementations and real-world applications.
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1 Lesons
29 minutes
On-Demand
Free-Video
Conf42

Advancements in Quantum Warfare - Quantum Computing 2024

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Explore quantum warfare advancements, from computing and cryptography to sensing and military applications. Gain insights into global investments, challenges, and future directions in this emerging field.
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14 Lesons
43 minutes
On-Demand
Free-Video
QuICS

Dynamical Transition in Controllable Quantum Neural Networks with Large Depth

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Delve into quantum neural networks' training dynamics, exploring transcritical bifurcation transitions, Lotka-Volterra equations, and experimental validations on IBM quantum devices.
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1 Lesons
33 minutes
On-Demand
Free-Video
QuICS

Results and Applications of Aquila - The 256-Qubit Neutral-Atom Analog Quantum Computer

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Explore QuEra's 256-qubit Aquila quantum computer, its capabilities in optimization, simulation, and quantum machine learning, plus practical applications of neutral-atom quantum computing technology.
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1 Lesons
41 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Software for Quantum Machine Learning

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Explore quantum machine learning algorithms, adapting deep learning concepts to train quantum computers using familiar tools like TensorFlow and PyTorch.
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1 Lesons
34 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Quantum-Assisted Machine Learning with Near-Term Quantum Devices

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Explore quantum-assisted machine learning applications for near-term devices, focusing on generative models in unsupervised and semi-supervised learning. Discover recent experimental implementations.
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1 Lesons
35 minutes
On-Demand
Free-Video
ChemicalQDevice

Alzheimer's Prediction: QML for Neuroimaging and Other Biomarkers

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Explore quantum machine learning applications in Alzheimer's prediction, focusing on language impairment, blood/CSF biomarkers, and neuroimaging. Discover potential QML advantages in early detection and diagnosis.
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1 Lesons
54 minutes
On-Demand
Free-Video
ChemicalQDevice

Quantum Machine Learning Parameters for Breakthrough Parallel Algorithms

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Explore breakthrough parallel quantum algorithms for machine learning, improving performance and efficiency. Learn key benefits and optimal parameter settings for quantum-classical hybrid models.
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1 Lesons
59 minutes
On-Demand
Free-Video
NHR@FAU

Quantum Computing Today and Tomorrow - Current State and Future Applications

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Explore quantum computing's current state, potential applications, and future developments with insights from Prof. Dr. Michael Hartmann's seminar on recent advancements and upcoming challenges.
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21 Lesons
59 minutes
On-Demand
Free-Video
Gemini Center on Quantum Computing

What's Going On at the OsloMet Quantum Hub - Quantum Awareness and Research Overview

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Explore quantum technology research and its real-world impact, focusing on quantum computing and machine learning advancements at OsloMet Quantum Hub.
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1 Lesons
45 minutes
On-Demand
Free-Video
ICTP-SAIFR

Quantum Finance - Lecture 3

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Explore advanced quantum finance concepts, focusing on applications in financial modeling and risk assessment using quantum computing techniques.
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1 Lesons
54 minutes
On-Demand
Free-Video
ICTP-SAIFR

Calibrating Question Answering Systems with Quantum Neural Networks

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Explore quantum neural networks for calibrating question answering systems, enhancing AI capabilities through advanced quantum computation techniques.
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1 Lesons
53 minutes
On-Demand
Free-Video
ICTP Condensed Matter and Statistical Physics

Provable Quantum Learning Advantages for Physics Data

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Explore quantum learning advantages for physics data, uncovering provable benefits and applications in scientific research and analysis.
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1 Lesons
48 minutes
On-Demand
Free-Video
Xanadu

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

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Explore five crucial insights in quantum machine learning and identify gaps in current research with expert Maria Schuld.
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1 Lesons
47 minutes
On-Demand
Free-Video
Xanadu

The Expressive Power of Restricted QML Architectures

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Explore the expressive capabilities of restricted Quantum Machine Learning architectures with insights from MIT's NSF Graduate Fellow.
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1 Lesons
48 minutes
On-Demand
Free-Video
Xanadu

Hybrid Classical-Quantum Algorithms

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Explore hybrid classical-quantum algorithms with MIT Professor Aram Harrow, delving into cutting-edge developments in quantum computing.
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1 Lesons
51 minutes
On-Demand
Free-Video
Xanadu

Towards Geometric Quantum Machine Learning

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Explore geometric approaches to quantum machine learning with insights from a Los Alamos National Laboratory scientist.
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1 Lesons
45 minutes
On-Demand
Free-Video
ChemicalQDevice

Trapped Ion Quantum Computers - Platform for QNN Neuroradiology

0 rewiews
Explore trapped ion quantum computers' potential in neuroradiology through analysis of key papers on fault-tolerant circuits, quantum CNNs, and image classification for ischemic cardiopathy.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
ChemicalQDevice

QML Neuroradiology - Product Innovation for Alzheimer's Classification

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Explore quantum-enhanced Alzheimer's classification using hybrid models. Analyze recent studies, discuss potential applications, and evaluate the impact of quantum computing on medical imaging advancements.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

QML for Optimization via Variational Algorithms and Coordinate Transformations

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Explore quantum machine learning's potential in NISQ devices, focusing on novel optimization techniques using coordinate transformations to overcome common barriers in gradient methods.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Resource Saving via Ensemble Techniques for Quantum Neural Networks

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Explore ensemble techniques for quantum neural networks, enhancing performance and mitigating hardware noise. Learn about bagging and AdaBoost methods for resource-efficient, large-scale quantum models.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
ICTP-SAIFR

Characterizing Networks and Phase Transitions with Classical and Quantum Machine Learning

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Explore network characterization and phase transitions using classical and quantum machine learning techniques in this comprehensive lecture by Rafael Chaves.
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1 Lesons
1 hour 57 minutes
On-Demand
Free-Video
MIT HAN Lab

Noise-Robust Quantum Machine Learning - Lecture 23

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Explore noise-robust quantum machine learning techniques for efficient deep learning applications on resource-constrained devices, including quantum computing implementations.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
MIT HAN Lab

Quantum Machine Learning - Lecture 22

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Explore quantum machine learning fundamentals, bridging quantum computing and AI. Gain insights into this emerging field's potential to revolutionize computational approaches.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
MIT HAN Lab

Quantum Machine Learning - Lecture 22

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Explore quantum machine learning concepts and applications in this advanced MIT lecture, covering cutting-edge developments in the field.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
MIT HAN Lab

Quantum Machine Learning - Lecture 22

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Explore quantum machine learning concepts and applications in this advanced lecture from MIT's EfficientML.ai series, covering cutting-edge developments in the field.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
MIT HAN Lab

Noise Robust Quantum Machine Learning - Lecture 23

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Explore noise-robust quantum machine learning techniques, focusing on mitigating errors in quantum systems for improved ML performance.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
MIT HAN Lab

Noise Robust Quantum Machine Learning - Lecture 23

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Explore noise-robust quantum machine learning techniques, focusing on overcoming challenges in quantum systems for improved ML performance and reliability.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
ChemicalQDevice

Transitioning from ML to Hybrid QML in Neuroimaging - Episode 55

0 rewiews
Explore the transition from machine learning to hybrid quantum-classical approaches in neuroimaging, focusing on Alzheimer's detection and neurodegenerative syndrome classification.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
ChemicalQDevice

QML Neuroimaging Clinical Implementation Factors for Alzheimer's Disease

0 rewiews
Explore QML neuroimaging implementation factors for Alzheimer's disease, covering regulatory frameworks, AI challenges, and quantum machine learning applications in biomedicine.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
ChemicalQDevice

FDA 510(k)/De Novo and QML Neuroimaging for Alzheimer's - Discussion 57

0 rewiews
Explore FDA approval processes for Quantum Machine Learning in neuroimaging, focusing on 510(k) and De Novo classifications for AI/ML software as medical devices in Alzheimer's research.
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1 Lesons
1 hour
On-Demand
Free-Video
ChemicalQDevice

Pre-existing Alzheimer's Neuroimages and Quantum Machine Learning Prediction

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Explore quantum machine learning applications for Alzheimer's prediction using pre-existing neuroimages. Discover recent FDA approvals, regulatory standards, and key research supporting this innovative approach.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
ChemicalQDevice

QML Product Development for Neuroimaging and Alzheimer's

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Explore quantum machine learning for neuroimaging in Alzheimer's research. Learn product development strategies, QML techniques, and healthcare innovation principles to advance neuroimaging solutions.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
ChemicalQDevice

Classification and QML Neuroimaging for Alzheimer's Prediction

0 rewiews
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.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
ChemicalQDevice

QML and Neuroimaging AI/ML for Alzheimer's Prediction

0 rewiews
Explore cutting-edge AI/ML and quantum computing applications in Alzheimer's prediction using neuroimaging. Learn about multimodal approaches, recent research, and industry developments in QML for medical imaging.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
ChemicalQDevice

Explainable Neuroimaging AI/ML for FDA and Prospective QML

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Explore explainable AI in neuroimaging, focusing on FDA requirements and future quantum machine learning applications. Gain insights into transparent algorithms for medical decision-making.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
ChemicalQDevice

Multimodal Neuroimaging and Quantum Machine Learning for Alzheimer's Detection

0 rewiews
Explore multimodal neuroimaging and quantum machine learning applications for Alzheimer's detection. Gain insights into AI's medical history, industry strategies, and potential advancements in neuroimaging fusion techniques.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
ChemicalQDevice

FDA AI/ML Radiology Approvals - Basis for Quantum Neural Network Neuroimaging

0 rewiews
Explore FDA approvals for AI/ML in radiology and their implications for quantum neural networks in neuroimaging. Gain insights into regulatory processes and future prospects for quantum-based medical algorithms.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
ChemicalQDevice

Washington D.C. Quantum Efforts and Neuroimaging Benefits

0 rewiews
Explore Washington D.C.'s quantum technology initiatives and their impact on medical regulations, healthcare understanding, and diagnostic imaging advancements. Gain insights into future quantum applications in medicine.
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55 Lesons
1 hour 4 minutes
On-Demand
Free-Video
ChemicalQDevice

Quantum Neuroimaging for Alzheimer's: Applications of QML, QDL, and QNN

0 rewiews
Explore quantum neuroimaging advancements for Alzheimer's, focusing on QML, QDL, and QNN applications in neuroscience and radiology. Gain insights into future innovations and industry pain points.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
ChemicalQDevice

Developing New Quantum Neural Networks for Neuroradiology

0 rewiews
Explore quantum neural networks for neuroradiology, focusing on modifications to Qiskit/Python circuits, updated fit times, fidelity values, and applications in MRI/PET image classification.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
ChemicalQDevice

Optimizing Quantum Parameters for Better Results in Neuroradiology

0 rewiews
Explore quantum convolution neural networks, quanvolutional neural networks, and related literature. Learn to build, run, and optimize quantum circuits for improved performance in neuroradiology applications.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
ChemicalQDevice

Quantum Machine Learning Backend Selection Process for Medical Applications

0 rewiews
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.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
ChemicalQDevice

Quantum Algorithm and Deep Learning Pairs for Medical Analysis

0 rewiews
Explore quantum algorithms and deep learning for medical analysis, focusing on hybrid classical-quantum applications. Learn selection processes and implementation strategies for advanced healthcare solutions.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
ChemicalQDevice

Developer Transition: Machine Learning to Quantum Machine Learning

0 rewiews
Explore quantum machine learning frameworks, tools, and resources to transition from classical ML. Gain insights into QML algorithms, simulators, and future developments in the field.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
ChemicalQDevice

How to Create, Optimize, and Implement Quantum ML Algorithms

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Explore quantum ML algorithm creation, optimization, and implementation. Master Qiskit circuits, pulse schedules, and transpiler passes. Learn hyperparameter tuning and platform integration techniques.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
ChemicalQDevice

Advanced Quantum ML Algorithms for Digital Health - Integrating Cirq and TensorFlow Quantum

0 rewiews
Explore advanced quantum ML algorithms for digital health, covering Cirq, TensorFlow Quantum, existing ML models, healthcare platforms, and FDA regulations for AI/ML in medical devices.
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16 Lesons
1 hour 6 minutes
On-Demand
Free-Video
ChemicalQDevice

Python PyTorch Quantum ML Ports and Models for Potential Medical Use

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Explore quantum machine learning models using Python and PyTorch for medical applications. Learn to build and implement ports tailored for healthcare advancements.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
ChemicalQDevice

IBM Qiskit Machine Learning Tutorials

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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.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
ChemicalQDevice

How to Select the Correct QML Loss Function and Optimizer

0 rewiews
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.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
ChemicalQDevice

FDA AI/ML Medical Device Guidelines and Potential QML Submissions

0 rewiews
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.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
ChemicalQDevice

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

0 rewiews
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.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
ChemicalQDevice

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

0 rewiews
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.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
ChemicalQDevice

Deep Learning with Quantum and Classical Parameters

0 rewiews
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.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
ChemicalQDevice

Qiskit, PennyLane QML, and QiML Demos - Thanksgiving Eve

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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.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
ChemicalQDevice

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

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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.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
ChemicalQDevice

Advanced PyTorch and TensorFlow Deep Learning with QML and QiML Layers

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Incorporate quantum algorithms into machine learning frameworks using PyTorch and Keras. Learn benchmarking, strategic layer insertion, and explore potential applications with quantum layers.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
ChemicalQDevice

Quantum Algorithms and Parallel Architectures - New Results and Summary

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Explore new findings in quantum algorithms and parallel architectures, comparing methods and machine learning parameters for advanced computational approaches.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
ChemicalQDevice

Quantum Machine Learning Algorithms for Medical School Research

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Explore quantum machine learning algorithms for medical research, focusing on GPU execution, data embedding, trainable parameters, and architectures addressing technological limits in various medical datasets.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
ChemicalQDevice

Effective Quantum ML Algorithm Implementations for Medical R&D

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Explore quantum AI algorithms for medical R&D, focusing on embeddings, variational layers, and GPU implementations to enhance traditional approaches.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
ChemicalQDevice

Quantum Algorithm Time Complexity Analysis and Future QML/QiML

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Analyze quantum algorithm time complexity and explore future developments in quantum machine learning, with insights from leading researchers.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
ChemicalQDevice

Surpassing the Competition with 3 Quantum-Inspired Algorithm Frameworks

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Explore cutting-edge quantum-inspired algorithms for machine learning, including dequantized algorithms, tensor networks, and quantum algorithms. Gain insights into their strengths, weaknesses, and potential applications.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video