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awesome-quantum-machine-learning

Here you can get all the Quantum Machine learning Basics, Algorithms ,Study Materials ,Projects and the descriptions of the projects around the web
https://github.com/krishnakumarsekar/awesome-quantum-machine-learning

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INTRODUCTION
- stage
- microsoft - Microsoft Quantum Related Works
- D-Wave - Owner of a quantum processor
- IBM - Quantum Computer Lab
- Quora - Question Regarding future of quantum AI
- external-link - MIT Review
- microsoft new product - Newly Launched Microsoft Quantum Language and Development Kit
- 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
- 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
- Google - Quantum AI Lab
- Youtube - Google Video of a Quantum Processor
BASICS
- WIKIPEDIA - Basic History and outline
- LIVESCIENCE - A survey
- LINK - Basic outline
- YOUTUBE - Simple Animation Video Explanining Great.
- WIKIPEDIA - Basic History and outline
- WEBOPEDIA - A survey
- YOUTUBE - Simple Animation Video Explanining Great.
- WEBOPEDIA - A survey
Quantum Computing
- ![atom
- YOUTUBE - A nice animation video about the basic photon 1
- YOUTUBE - A nice animation video about the basic photon 2
- ![Photon wave
- 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
- ![States
- YOUTUBE - A nice animation video about the Quantum States
- ![SuperPosition
- YOUTUBE - A nice animation video about the Quantum Superposition
- YOUTUBE - A nice video about the Quantum Walks
- ![Qubit
- YOUTUBE - A nice video about the Quantum Bits 1
- YOUTUBE - A nice video about the Bits and Qubits 2
- ![Basic Gates in Quantum Computing
- YOUTUBE - A nice video about the Quantum Gates
- ![Diodes in Quantum Computing1
- ![Diodes in Quantum Computing2
- ![Diodes in Quantum Computing3 - 10-nanoscale-boosts-quantum-dot-emitting.html)
- YOUTUBE - A nice video about the Quantum Diode
- ![Quantum Transistors1
- ![Quantum Transistors2
- QUORA - Discussion about the Quantum Transistor
- YOUTUBE - Well Explained
- ![Quantum Processor1 - reading-series/introduction-d-wave-quantum-hardware#h2-0)
- ![Quantum Processor2 - guide)
- ![Quantum Processor3 - computing-corporations-list/)
- ![QRAM1
- PDF - very Well Explained
QUANTUM COMPUTING MACHINE LEARNING BRIDGE
- ![Complex Numbers1
- ![Complex Numbers2 - numbers.html)
- ![Complex Numbers3
- YOUTUBE - Wonderful Series very super Explained
- ![Tensors1
- ![Tensors2 - product)
- ![Tensors3
- ![Tensors4
- YOUTUBE - Wonderful super Explained tensors basics
- YOUTUBE - Quantum tensors basics
- ![Tensors Network1
- ![Tensors Network2
- ![Tensors Network3
- YOUTUBE - Tensors Network Some ideas specifically for quantum algorithms
QUANTUM MACHINE LEARNING ALGORITHMS
- PDF1 from Microsoft - Theory Explanation
- PDF2 - A Good Material to understand the basics
- PDF1 - Nice Explanation but little hard to understand :)
- PDF2 - Nice Application of QSVM
- PDF2 - Theory
- PDF3 - Explaining well the K-means clustering using hamiltonian
- PDF1 - Nice idea and explanation
- PDF1 - Very Beautiful Article , well explained and superp
- ![Flow Chart
- PDF2 - A big theory :)
- PDF3 - Super Comparison
- Matlab - Simulation
- PDF2 - Nice but a different concept little
- ![Bayesian Network Sample1
- ![Bayesian Network Sample2
- ![Bayesian Network Sample3
- PDF1 - Good Theory
- PDF2 - Good Explanation
- ![Ant Colony Optimization 1
- PDF1 - Good Concept
- PDF2 - Good Application
- Wikipedia - Basic
- PDF1 - Just to get the keywords
- PDF2 - Nice Explanation and an easily understandable application
- PDF1 - Theory
- ![Flow Chart
- Matlab - Simulation
QUANTUM PROGRAMMING LANGUAGES , TOOLs and SOFTWARES
- 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
- QISKit - A IBM Kit to access quantum computer and mainly for quantum circuits
- Software - Nice content of all
- Python library - A python library
- Matlab based python library - Matlab Python Library
- 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
- Bayesian Based Quatum Projects Repository - A nice repository and the kickstarter of bayesforge
- Google Fermion Products - A newly launched product specifivally for chemistry simulation
- Generative Tensorial Networks - A startup to apply machine learning via tensor network for drug discovery
- 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
- Quantum Data Analytics - Yet to come soon
- Microsoft Quantum Development Kit - Microsoft Visual Studio Enbaled Kit for Quantum Circuit Creation
QAUNTUM NEURAL NETWORK
- ![QNN 1 - 12-11-quantum-neural-networks.html)
- ![Quantum Perceptron 1
- ![Quantum Perceptron 2
- ![Quantum Perceptron 3
- ![Quantum Perceptron 4 - access/quantum-neural-network-based-parts-of-speech-tagger-for-hindi-0976-4860-5-137-152.pdf.php?aid=35658)
- ![Quantum Perceptron 5
- PDF1 - Good Theory
- PDF2 - Good Explanation
QAUNTUM STATISTICAL DATA ANALYSIS
- ![quantumstatistics1 - 2014-rims1031public)
- ![quantumstatistics2 - 2014-rims1031public)
- ![quantumstatistics3 - 2014-rims1031public)
- ![quantumstatistics5 - dynamics-as-generalized-conditional-probabilities)
- ![quantumstatistics6 - density-operators-in-quantum-information)
QUANTUM MEETUPS
- Meetup 12 - Quantum Computing London UK
- Meetup 13 - Quantum Mechanics Carmichael CA
- 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 11 - Quantum Physics Berkeley CA
- Meetup 14 - Maths and Science Group Portland
- Meetup 15 - Quantum Physics Santa Monica, CA
- Meetup 16 - Quantum Mechanics 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
- Meetup 17 - Quantum Computing London
- Meetup 10 - Quantum Physics Sydney Australia
Quantum Machine Learning vs Deep Learning
- Quora - Good Discussion
- Quora - The Bridge Discussion
- Pdf - Nice Discussion
- Google - Google Research Discussion
- Microsoft - Microsoft plan to merge both
- MIT and Google - Solutions for all questions
- Google - Google Research Discussion
- IBM - IBM plan to merge both
QUANTUM BASED DEGREES
- edx - Quantum Mechanics for Everyone
- Standford university - Nice Preparatory Course
- NPTEL 1 - Nice Series of Courses to understand basics and backbone of quantum mechanics
- NPTEL 2
- NPTEL 3
- NPTEL 4
- NPTEL 5
- Bristol
- 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
- Baidu
- 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
- Joint Center for Quantum Information and Computer Science - University of Maryland
- Perimeter Institute
- 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
- Quora 1
- Quora 1
- Artificial Agents Research for Quantum Designs
- University of Notre ***
- Maxs Planks University
- National University Singapore
- Standford university - Nice Preparatory Course
Recent Quantum Updates forum ,pages and newsletter
- - Linkedlin Quantum Machine Learning - A nice page running by experts. Can get plenty of ideas
  - 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
  - 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
- License
  - ![License - quantum-machine-learning/blob/master/LICENCE)
  - ![License - quantum-machine-learning/blob/master/LICENCE)
- Dedicated Opensources
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

Ecosyste.ms: Awesome

awesome-quantum-machine-learning

INTRODUCTION

BASICS

Quantum Computing

QUANTUM COMPUTING MACHINE LEARNING BRIDGE

QUANTUM MACHINE LEARNING ALGORITHMS

QUANTUM PROGRAMMING LANGUAGES , TOOLs and SOFTWARES

QAUNTUM NEURAL NETWORK

QAUNTUM STATISTICAL DATA ANALYSIS

QUANTUM MEETUPS

Quantum Machine Learning vs Deep Learning

QUANTUM BASED DEGREES

Recent Quantum Updates forum ,pages and newsletter

License

Dedicated Opensources

CONSOLIDATED Quantum Research Papers