Quantum Computation and Quantum Information
- Quantum Computing for the Determined by Michael Nielsen: I’ve posted to YouTube a series of 22 short videos giving an introduction to quantum computing. Unfortunatly the series is incomplete.
- Quantum Mechanics for Everyone: Learn the fundamental notions of quantum mechanics at a level that is accessible to everyone by Georgetown University.
- Quantum Mechanics and Quantum Computation by V. Umesh at UCBerkley. [Youtube] : Unfortunatly the list isn't complete.
- The Theory of Quantum Information by J. Watrous.
- Quantum Computation by J. Preskill.
- Quantum Computing by R. de Wolf.
- Quantum Computation and Quantum Information: 10th Anniversary Edition by M. Nielsen and I. Chuang. - [ PDF ]
- Quantum Computing for Computer Scientists
Courses
Lecture notes
Textbook(s)
Quantum Machine Learning
- Quantum Machine Learning by UoT on EdX
- Quantum Machine Learning: What Quantum Computing Means to Data Mining by Peter Wittek [PDF]
Courses
Lecture notes
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Will be Updated soon!
Textbook(s)
Quantum Cryptography
- Quantum Cryptography by QuTech and Caltech.
Courses
Lecture notes
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Will be Updated soon!
Textbook(s)
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Will be Updated soon!
Blogs
- Shtetl-Optimized: Blog by Scott Aaronson.
- Quantum Frontiers: A blog by the Institute for Quantum Information and Matter, Caltech.
- Quantum Information Science Announcements: Quantum Information Science Announcements like jobs, conferences, research opportunities, etc. Twitter.
- Bits of Quantum: A blog by QuTech with three levels of difficulties.
- QuantaRei: Blog by the researchers of Quantum Correlation Group at University of Nottingham.
- The Quantum Pontiff: Blog about the wondrous quantum world in which we live.
- A Blog by the Institute for Quantum Computing at University of Waterloo.
- A Blog by Terence Tao, on his research and expository papers, discussion of open problems, and other maths-related topics.
- A Blog by the open-journal, Quantum: "Quantum is an open-access peer-reviewed journal for quantum science and related fields".
- Quantum neural networks by Noon van der Silk.
- Exploring Quantum Neural Networks by Google AI
- Deep Learning meets Physics: Restricted Boltzmann Machines Part I
- Deep Learning meets Physics: Restricted Boltzmann Machines Part II
- Bristol Quantum Information Theory by University of Bristol
Videos and Talks
- Nathan Wiebe: Optimizing Quantum Optimization Algorithms via Faster Quantum Gradient Computation
- Quantum Annealing Explained| D-Wave
- Quantum Computing for Computer Scientists [Slides]
- P vs. NP and the Computational Complexity Zoo
- The Mathematics of Quantum Computers | Infinite Series
- AWS re:Invent 2018: Pragmatic Quantum Machine Learning Today (AIS308) [Nov-2018] by Peter Wittek from University of Toronto.
- Universal quantum computation: A part of Quantum Computing for Determined series.
- What Quantum Computing Isn't | Scott Aaronson | TEDxDresden
- Scott Aaronson on Computational Complexity Theory and Quantum Computers
- Peter Wittek: Quantum Machine Learning and its Discontents
- TDLS- Quantum generative adversarial networks
- Seth Lloyd: Quantum Generative Adversarial Networks
- Seth Lloyd: Quantum Machine Learning at keio University, Japan
- Seth Lloyd: Quantum Machine Learning at Google Tech Talks
- Seth Llyod: Quantum algorithm for solving linear equations [HHL Algorithm] at Keio University, Japan
- A Universal Training Algorithm for Quantum Deep Learning
- Steve Simon - Topological Quantum Computing: [Part-I] [Part-II]
- Fred Chong: Closing the Gap Between Quantum Algorithms and Hardware at Yale
- Shoucheng Zhang: "Quantum Computing, AI and Blockchain: The Future of IT" at Talks at Google
- QuantumCasts by Google
- What can Quantum do for AI? by Yoshua Bengio, Aram Harrow, Peter Shor, and Kristan Temme.
- Quantum Computing - The Qubit Technology Revolution
Papers
- Quantum Proofs for Classical Theorems
- Quantum Machine Learning Algorithms: Read the Fine Print
- Quantum Machine Learning [ArXiv]
- Quantum algorithms: an overview
- An Artificial Neuron Implemented on an Actual Quantum Processor
- Why now is the right time to study quantum computing
- A Universal Training Algorithm for Quantum Deep Learning
- Quantum generative adversarial networks
- Quantum generative adversarial learning
- Quantum reinforcement learning
- Quantum machine learning for data scientists
- Quantum Boltzmann Machine
- Quantum Variational Autoencoder
- Quantum machine learning: a classical perspective
- Classification with Quantum Neural Networks on Near Term Processors
- Universal computation by multi-particle quantum walk
- Machine learning & artificial intelligence in the quantum domain
- Quantum Computing in the NISQ era and beyond
- Satellite-relayed intercontinental quantum network🌟 🌟 🌟
- Practical challenges in quantum key distribution
- Using a Recurrent Neural Network to Reconstruct Quantum Dynamics of a Superconducting Qubit from Physical Observations
- Classification with Quantum Neural Networks on Near Term Processors
- Quantum Convolutional Neural Networks
- A Quantum Spatial Graph Convolutional Neural Network using Quantum Passing Information
- Adaptive Quantum State Tomography with Neural Networks
- Open source software in quantum computing
- Optimizing quantum optimization algorithms via faster quantum gradient computation
- Quantum Algorithms for Nearest-Neighbor Methods for Supervised and Unsupervised Learning
Miscellaneous
- D-Wave Leap
- Google Cirq
- IBM Q Experience
- Xanadu Strawberry Fields
- QuTiP: A Python framework for the dynamics of open quantum systems.
- Rigetti QPU, Forest,PyQuil.
Tools
Conferences and Journals
- Quantum: "Quantum is an open-access peer-reviewed journal for quantum science and related fields".
- Quantum Information Processing (QIP): Conference series on Quantum Information Processing. [QIP2019]
- QCrypt QCMC: The International Conference on Quantum Communication, Measurement and Computing (QCMC) was established in 1990 to encourage and bring together scientists and engineers working in the interdisciplinary field of quantum information science and technology.
- TQC
- npj Quantum Information
People to follow
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Will be Updated soon!
Sources
- References of CMSC/PHYS 457 by Xiaodi Wu.
- Awesome Quantum Computing: A curated list of awesome quantum computing learning and developing resources.
- Awesome Quantum ML: Curated list of awesome papers and resources in quantum machine learning.