awesome-quantum-machine-learning
Quantum ML resources
A curated collection of quantum machine learning resources and algorithms
Here you can get all the Quantum Machine learning Basics, Algorithms ,Study Materials ,Projects and the descriptions of the projects around the web
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Awesome Quantum Machine Learning / INTRODUCTION | |||
| D-Wave | Owner of a quantum processor | ||
| Quantum AI Lab | |||
| IBM | Quantum Computer Lab | ||
| Quora | Question Regarding future of quantum AI | ||
| NASA | NASA Quantum Works | ||
| Youtube | Google Video of a Quantum Processor | ||
| external-link | MIT Review | ||
| microsoft new product | Newly Launched Microsoft Quantum Language and Development Kit | ||
| microsoft | Microsoft Quantum Related Works | ||
| Google2 | Google Quantum Machine Learning Blog | ||
| BBC | About Google Quantum Supremacy,IBM Quantum Computer and Microsoft Q | ||
| Google Quantum Supremacy | Latest 2019 Google Quantum Supremacy Achievement | ||
| IBM Quantum Supremacy | IBM Talk on Quantum Supremacy as a Primer | ||
| VICE on the fight | IBM Message on Google Quantum Supremacy | ||
| IBM Zurich Quantum Safe Cryptography | An interesting startup to replace all our Certificate Authority Via Cloud and IBM Q | ||
Awesome Quantum Machine Learning / BASICS | |||
| WIKIPEDIA | Basic History and outline | ||
| LIVESCIENCE | . - A survey | ||
| YOUTUBE | Simple Animation Video Explanining Great | ||
| WIKIPEDIA | Basic History and outline | ||
| WEBOPEDIA | . - A survey | ||
| YOUTUBE | Simple Animation Video Explanining Great | ||
| LINK | Basic outline | ||
Awesome Quantum Machine Learning / Quantum Computing | |||
| YOUTUBE | A nice animation video about the basic atom structure | ||
| YOUTUBE | A nice animation video about the basic photon 1 | ||
| YOUTUBE | A nice animation video about the basic photon 2 | ||
| YOUTUBE | A nice animation video about the basic Electron Spin 1 | ||
| YOUTUBE | A nice animation video about the basic Electron Spin 2 | ||
| YOUTUBE | A nice animation video about the basic Electron Spin 3 | ||
| YOUTUBE | A nice animation video about the Quantum States | ||
| YOUTUBE | A nice animation video about the Quantum Superposition | ||
| YOUTUBE | A nice video about the Quantum Walks | ||
| YOUTUBE | A nice video about the Quantum Bits 1 | ||
| YOUTUBE | A nice video about the Bits and Qubits 2 | ||
| YOUTUBE | A nice video about the Quantum Gates | ||
| YOUTUBE | A nice video about the Quantum Diode | ||
| QUORA | -Discussion about the Quantum Transistor | ||
| YOUTUBE | Well Explained | ||
| YOUTUBE | Well Explained | ||
| very Well Explained | |||
Awesome Quantum Machine Learning / QUANTUM COMPUTING MACHINE LEARNING BRIDGE | |||
| YOUTUBE | Wonderful Series very super Explained | ||
| YOUTUBE | Wonderful super Explained tensors basics | ||
| YOUTUBE | Quantum tensors basics | ||
| YOUTUBE | Tensors Network Some ideas specifically for quantum algorithms | ||
Awesome Quantum Machine Learning / QUANTUM MACHINE LEARNING ALGORITHMS | |||
| PDF1 from Microsoft | Theory Explanation | ||
| PDF2 | A Good Material to understand the basics | ||
| Matlab | Yet to come soon | ||
| Python | Yet to come soon | ||
| PDF1 | Applying Quantum Kmeans on Images in a nice way | ||
| PDF2 | Theory | ||
| PDF3 | Explaining well the K-means clustering using hamiltonian | ||
| Matlab | Yet to come soon | ||
| Python | Yet to come soon | ||
| PDF1 | Theory | ||
| Matlab | Yet to come soon | ||
| Python | Yet to come soon | ||
| PDF1 | Nice Explanation but little hard to understand :) | ||
| PDF2 | Nice Application of QSVM | ||
| Matlab | Yet to come soon | ||
| Python | Yet to come soon | ||
| PDF1 | Very Beautiful Article , well explained and superp | ||
| PDF2 | A big theory :) | ||
| PDF3 | Super Comparison | ||
| Matlab | Simulation | ||
| Python1 | 56 | over 8 years ago | Simulation |
| Python2 | Yet to come | ||
| PDF1 | Nice idea and explanation | ||
| PDF2 | Nice but a different concept little | ||
| Matlab | Yet to come | ||
| Python1 | Yet to come | ||
| Python2 | Yet to come | ||
| PDF1 | Good Theory | ||
| PDF2 | Good Explanation | ||
| Matlab | Yet to come | ||
| Python1 | Yet to come | ||
| Python2 | Yet to come | ||
| PDF1 | Good Concept | ||
| PDF2 | Good Application | ||
| Matlab | Yet to come | ||
| Python1 | Yet to come | ||
| Python2 | Yet to come | ||
| Wikipedia | Basic | ||
| PDF1 | Just to get the keywords | ||
| PDF2 | Nice Explanation and an easily understandable application | ||
| Matlab | Yet to come | ||
| Python1 | Yet to come | ||
| Python2 | Yet to come | ||
Awesome Quantum Machine Learning / QAUNTUM NEURAL NETWORK | |||
| PDF1 | Good Theory | ||
| PDF2 | Good Explanation | ||
| Matlab | Yet to come | ||
| Python1 | Yet to come | ||
| Python2 | Yet to come | ||
Awesome Quantum Machine Learning / QUANTUM PROGRAMMING LANGUAGES , TOOLs and SOFTWARES | |||
| Software | Nice content of all | ||
| Python library | A python library | ||
| Matlab based python library | Matlab Python Library | ||
| Quantum Tensor Network Github | 150 | over 5 years ago | Tensor Network |
| Bayesforge | A Beautiful Amazon Web Service Enabled Framework for Quantum Alogorithms and Data Analytics | ||
| Rigetti | A best tools repository to use quantum computer in real time | ||
| Rigetti Forest | An API to connect Quantum Computer | ||
| quil/pyQuil | A quantum instruction language to use forest framework | ||
| Grove | 375 | almost 3 years ago | Grove is a repository to showcase quantum Fourier transform, phase estimation, the quantum approximate optimization algorithm, and others developed using Forest |
| QISKit | A IBM Kit to access quantum computer and mainly for quantum circuits | ||
| IBM Bluemix Simulator | A Bluemix Simulator for Quantum Circuits | ||
| Microsoft Quantum Development Kit | Microsoft Visual Studio Enbaled Kit for Quantum Circuit Creation | ||
| Microsoft "Q#" | Microsoft Q Sharp a new Programming Language for Quantum Circuit Creation | ||
| qiskit api python | An API to connect IBM Quantum Computer ,With the generated token its easy to connect ,but very limited utils ,Lot of new utils will come soon | ||
| Cyclops Tensor Framework | A framework to do tensor network simulations | ||
| Python ToolKit for chemistry and physics Quantum Algorithm simulations | 199 | 7 months ago | A New Started Project for simulating molecule and solids |
| Bayesian Based Quatum Projects Repository | A nice repository and the kickstarter of bayesforge | ||
| Google Fermion Products | A newly launched product specifivally for chemistry simulation | ||
| Tree Tensor Networks | 28 | almost 6 years ago | Interesting Tensor Network in Incubator |
| Deep Tensor Neural Network | 77 | over 7 years ago | Some useful information about Tensor Neural Network in Incubator |
| Generative Tensorial Networks | A startup to apply machine learning via tensor network for drug discovery | ||
| Google Bristlecone | A new Quantum Processor from Google , Aimed for Future Hardwares with full fledged AI support | ||
| XANADU | A Light based Quantum Hardware(chips supports) and Software Company Started in Preparation Stage. Soon will be in market | ||
| fathom computing | A new concept to train the ai in a processor using light and quantum based concepts. soon products will be launch | ||
| Alibaba Quantum Computing Cloud Service | Cloud Service to access 11 Bit Quantum Computing Processor | ||
| Atomistic Machine Learning Project | Seems something Interesting with Deep Tensor Network for Quantum Chemistry Applications | ||
| circQ and Google Works | Google Top Efforts on Tools | ||
| IBM Safe Cryptography on Cloud | IBM Started and Developing a Quantm Safe Cryptography to replace all our Certificate Authority via Cloud | ||
| Google Tensor Network Open Source | Google Started the Most Scientist Preferred Way To Use a Quantum Computer Circuit. Tensor Flow Which Makes Easy to Design the Network and Will Leave the Work Effect Of Gates, Processor Preparation and also going to tell the beauty of Maths | ||
| Google Tensor Network Github | 1,819 | about 1 year ago | Github Project of Google Tensor Network |
| Quantum Tensorflow | Yet to come soon | ||
| Quantum Spark | Yet to come soon | ||
| Quatum Map Reduce | Yet to come soon | ||
| Quantum Database | Yet to come soon | ||
| Quantum Server | Yet to come soon | ||
| Quantum Data Analytics | Yet to come soon | ||
Awesome Quantum Machine Learning / Quantum Machine Learning vs Deep Learning | |||
| Quora | Good Discussion | ||
| Quora | The Bridge Discussion | ||
| Nice Discussion | |||
| Google Research Discussion | |||
| Microsoft | Microsoft plan to merge both | ||
| IBM | IBM plan to merge both | ||
| IBM Project | IBM Project idea | ||
| MIT and Google | Solutions for all questions | ||
Awesome Quantum Machine Learning / QUANTUM MEETUPS | |||
| Meetup 1 | Quantum Physics | ||
| Meetup 2 | Quantum Computing London | ||
| Meetup 3 | Quantum Computing New York | ||
| Meetup 4 | Quantum Computing Canada | ||
| Meetup 5 | Quantum Artificial Intelligence Texas | ||
| Meetup 6 | Genarl Quantum Mechanics , Mathematics New York | ||
| Meetup 7 | Quantum Computing Mountain View California | ||
| Meetup 8 | Statistical Analysis New York | ||
| Meetup 9 | Quantum Mechanics London UK | ||
| Meetup 10 | Quantum Physics Sydney Australia | ||
| Meetup 11 | Quantum Physics Berkeley CA | ||
| Meetup 12 | Quantum Computing London UK | ||
| Meetup 13 | Quantum Mechanics Carmichael CA | ||
| Meetup 14 | Maths and Science Group Portland | ||
| Meetup 15 | Quantum Physics Santa Monica, CA | ||
| Meetup 16 | Quantum Mechanics London | ||
| Meetup 17 | Quantum Computing London | ||
| Meetup 18 | Quantum Meta Physics ,Kansas City , Missouri ,US | ||
| Meetup 19 | Quantum Mechanics and Physics ,Boston ,Massachusetts ,US | ||
| Meetup 20 | Quantum Physics and Mechanics ,San Francisco ,California | ||
| Meetup 21 | Quantum Mechanics ,Langhorne, Pennsylvania | ||
| Meetup 22 | Quantum Mechanics ,Portland | ||
Awesome Quantum Machine Learning / QUANTUM BASED DEGREES | |||
| Standford university | Nice Preparatory Course | ||
| edx | Quantum Mechanics for Everyone | ||
| NPTEL 1 | Nice Series of Courses to understand basics and backbone of quantum mechanics | ||
| NPTEL 2 | |||
| NPTEL 3 | |||
| NPTEL 4 | |||
Awesome Quantum Machine Learning / QUANTUM BASED DEGREES / NPTEL 4 | |||
| NPTEL 5 | |||
Awesome Quantum Machine Learning / QUANTUM BASED DEGREES | |||
| Bristol | |||
| Australian National University | |||
| Maxs Planks University | |||
| MIT | Super Explanation and well basics | ||
| NPTEL | Nice Series of Courses to understand basics and backbone of quantum Physics | ||
| University of Copenhagen | |||
| NPTEL 1 | Nice Series of Courses to understand basics and backbone of quantum Chemistry | ||
| NPTEL 2 | - | ||
| UGent Belgium | |||
| MIT | Super Explanation and well basics | ||
| edx | Nice Explanation | ||
| NPTEL | Nice Series of Courses to understand basics and backbone of quantum Computing | ||
| uwaterloo | |||
| National University Singapore | |||
| Berkley | |||
| Baidu | |||
| uwaterloo | |||
| National University Singapore | |||
| Munich | |||
| Skoltech | |||
| quantwiki | |||
| MIT | Super Explanation and well basics | ||
| edx | Nice Explanation | ||
| NPTEL | Nice Series of Courses to understand basics and backbone of quantum information and computing | ||
| MIT | |||
| Standford University | |||
Awesome Quantum Machine Learning / QUANTUM BASED DEGREES / Standford University | |||
| Joint Center for Quantum Information and Computer Science - University of Maryland | |||
Awesome Quantum Machine Learning / QUANTUM BASED DEGREES | |||
| Perimeter Institute | |||
| National University Singapore | |||
| ULB Belgium | |||
| IQOQI | |||
| MIT | Wonderful Course | ||
| NPTEL | Nice Series of Courses to understand basics and backbone of quantum Electronics | ||
| Texas | |||
| Zurich | |||
| ICFO | |||
| Tata Institute | |||
| Standford university | Nice Preparatory Course | ||
| edx | Some QFT Concepts available | ||
| Imperial | |||
| Vrije | |||
| Oxford | |||
| Joint Center for Quantum Information and Computer Science - University of Maryland | |||
| Quora 1 | |||
| Quora 1 | |||
| Artificial Agents Research for Quantum Designs | |||
| University of Notre *** | |||
Awesome Quantum Machine Learning / CONSOLIDATED Quantum Research Papers | |||
| scirate | Plenty of Quantum Research Papers Available | ||
| Peter Wittek | Famous Researcher for the Quantum Machine Leanrning , Published a book in this topic | ||
| https://scholar.google.com/citations?user=0wJPxfkAAAAJ&hl=en | [Murphy Yuezhen Niu] ( ) - A good researcher published some nice articles | ||
Awesome Quantum Machine Learning / Recent Quantum Updates forum ,pages and newsletter | |||
| Quantum-Tech | A Beautiful Newsletter Page Publishing Amazing Links | ||
| facebook Quantum Machine Learning | Running By me . Not that much good :). You can get some ideas | ||
| Linkedlin Quantum Machine Learning | A nice page running by experts. Can get plenty of ideas | ||
| FOSDEM 2019 Quantum Talks | A one day talk in fosdem 2019 with more than 10 research topics,tools and ideas | ||
| FOSDEM 2020 Quantum Talks | Live talk in fosdem 2020 with plenty new research topics,tools and ideas | ||
Awesome Quantum Machine Learning / Recent Quantum Updates forum ,pages and newsletter / Dedicated Opensources | |||
| Is Quantum Machine Learning Will Reveal the Secret Maths behind Astrology? | |||
| online | 209 | over 7 years ago | Awesome Machine Learning and Deep Learning Mathematics is |
| Published Basic Presentation of the series Quantum Machine Learning | |||
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