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155 lines
6.5 KiB
Markdown
155 lines
6.5 KiB
Markdown
# Resources for Quantum Computing Machine Learning
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## Introductory Concepts
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#### Atom Structure
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* [A nice animation video about the basic atom structure](https://www.youtube.com/watch?v=g_IaVepNDT4).
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#### Photon Wave
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* [A nice animation video about the basic atom structure](https://www.youtube.com/watch?v=fwXQjRBLwsQ)
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* [A nice animation video about the basic photon](https://www.youtube.com/watch?v=KKr91v7yLcM).
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#### Electron Fluctuation or spin
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* [A nice animation video about the basic Electron Spin](https://www.youtube.com/watch?v=J3xLuZNKhlY).
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* [A nice animation video about the basic Electron Spin](https://www.youtube.com/watch?v=3k5IWlVdMbo).
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* [A nice animation video about the basic Electron Spin](https://www.youtube.com/watch?v=jvvkomcmyuo).
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#### States
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* [A nice animation video about the Quantum States](https://www.youtube.com/watch?v=sICXOwOwS4E).
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#### SuperPosition
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* [YOUTUBE](https://www.youtube.com/watch?v=hkmoZ8e5Qn0) - A nice animation video about the Quantum Superposition.
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#### SuperPosition specific for machine learning (Quantum Walks)
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* [YOUTUBE](https://www.youtube.com/watch?v=86QsYPxoBow) - A nice video about the Quantum Walks.
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#### Qubit
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* [A nice video about the Quantum Bits.](https://www.youtube.com/watch?v=zNzzGgr2mhk)
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* [A nice video about the Quantum Bits.](https://www.youtube.com/watch?v=F8U1d2Hqark&t=179s)
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#### Basic Gates in Quantum Computing
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* [A nice video about the Quantum Gates.](https://www.youtube.com/watch?v=2Qsh_w2kq9Y)
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#### Quantum Diode
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* [A nice video about the Quantum Diode.](https://www.youtube.com/watch?v=doyK1olswX4)
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#### Quantum Transistors
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* [Discussion about the Quantum Transistor.](https://www.quora.com/What-is-the-equivalent-of-the-transistor-in-a-quantum-computer)
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* [A nice video about quantum transistor.](https://www.youtube.com/watch?v=ZTxR2n2mvjc)
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#### Quantum Processor
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* [A nice video about quantum processor.](https://www.youtube.com/watch?v=CMdHDHEuOUE)
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#### Quantum Registery QRAM
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* [A paper explaining QRAM.](https://arxiv.org/pdf/0807.4994.pdf)
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#### Complex Numbers
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* [Series of explanation.](https://www.youtube.com/watch?v=T647CGsuOVU)
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#### Tensors
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* [Series of explanation.](https://www.youtube.com/watch?v=f5liqUk0ZTw)
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* [Quantum tensors basics.](https://www.youtube.com/watch?v=xzG6c96PsLs)
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#### Tensors Network
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* [Tensors Network Some ideas specifically for quantum algorithms.](https://www.youtube.com/watch?v=bD-CWgbsCeI&list=PLgKuh-lKre10UQnP7gBCFoKgq5KWIA7el)
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#### Quantum K-Means
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* [Applying Quantum Kmeans on Images](https://pdfs.semanticscholar.org/6d77/54d33958b4a41d57ec99558eb28ae88f9884.pdf).
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#### Quantum Fuzzy C-Means
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* [QFuzzy theory](https://pdfs.semanticscholar.org/6d77/54d33958b4a41d57ec99558eb28ae88f9884.pdf).
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#### Quantum Support Vector Machine
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* [Nice paper explanation.](https://arxiv.org/pdf/1307.0471.pdf)
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* [Nice Application of QSVM.](http://www.scirp.org/journal/PaperInformation.aspx?paperID=72542)
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#### Quantum Genetic Algorithm
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* [Very Beautiful Article.](https://www.hindawi.com/journals/mpe/2013/730749/)
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* [Very Beautiful Article.](https://arxiv.org/pdf/1202.2026.pdf)
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#### Quantum Hidden Morkov Models
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* [Very Beautiful Article.](https://arxiv.org/pdf/1503.08760.pdf)
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#### Quantum state classification with Bayesian methods
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* [Very Beautiful Article.](https://arxiv.org/pdf/1204.1550.pdf)
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* [Very Beautiful Article.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4726808/)
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#### Quantum Ant Colony Optimization
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* [Very Beautiful Article.](http://ac.els-cdn.com/S2212667812001359/1-s2.0-S2212667812001359-main.pdf?_tid=42e0cd66-2f4a-11e7-920f-00000aacb361&acdnat=1493738345_8f536599e404c7588811ddd49c484688)
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#### Quantum Cellular Automata
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* [Very Beautiful Article.](https://arxiv.org/pdf/0808.0679.pdf)
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* [Very Beautiful Article.](http://ieee-hpec.org/2013/index_htm_files/7-Improved-Eigensolver-Baldwin-2867489.pdf)
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#### Quantum perceptrons
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* [Very Beautiful Article.](https://arxiv.org/pdf/quant-ph/0201144.pdf)
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* [Very Beautiful Article.](http://axon.cs.byu.edu/papers/ricks.nips03.pdf/)
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