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159 lines
7.2 KiB
Markdown
159 lines
7.2 KiB
Markdown
# Resources for Quantum Computing Machine Learning
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## Introductory Concepts
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#### Atom Structure
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* [YOUTUBE](https://www.youtube.com/watch?v=g_IaVepNDT4) - A nice animation video about the basic atom structure.
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#### Photon Wave
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* [YOUTUBE](https://www.youtube.com/watch?v=fwXQjRBLwsQ) - A nice animation video about the basic photon.
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* [YOUTUBE](https://www.youtube.com/watch?v=KKr91v7yLcM) - A nice animation video about the basic photon.
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#### Electron Fluctuation or spin
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* [YOUTUBE](https://www.youtube.com/watch?v=J3xLuZNKhlY) - A nice animation video about the basic Electron Spin.
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* [YOUTUBE](https://www.youtube.com/watch?v=3k5IWlVdMbo) - A nice animation video about the basic Electron Spin.
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* [YOUTUBE](https://www.youtube.com/watch?v=jvvkomcmyuo) - A nice animation video about the basic Electron Spin.
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#### States
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* [YOUTUBE](https://www.youtube.com/watch?v=sICXOwOwS4E) - A nice animation video about the Quantum States.
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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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#### Classical Bits
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[](https://en.wikipedia.org/wiki/Bit)
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#### Qubit
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* [YOUTUBE](https://www.youtube.com/watch?v=zNzzGgr2mhk) - A nice video about the Quantum Bits.
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* [YOUTUBE](https://www.youtube.com/watch?v=F8U1d2Hqark&t=179s) - A nice video about the Bits and Qubits.
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#### Basic Gates in Quantum Computing
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* [YOUTUBE](https://www.youtube.com/watch?v=2Qsh_w2kq9Y) - A nice video about the Quantum Gates.
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#### Quantum Diode
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* [YOUTUBE](https://www.youtube.com/watch?v=doyK1olswX4) - A nice video about the Quantum Diode.
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#### Quantum Transistors
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* [QUORA](https://www.quora.com/What-is-the-equivalent-of-the-transistor-in-a-quantum-computer) - Discussion about the Quantum Transistor.
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* [YOUTUBE](https://www.youtube.com/watch?v=ZTxR2n2mvjc) - A nice video about quantum transistor.
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#### Quantum Processor
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* [YOUTUBE](https://www.youtube.com/watch?v=CMdHDHEuOUE) - A nice video about quantum processor.
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#### Quantum Registery QRAM
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* [PDF](https://arxiv.org/pdf/0807.4994.pdf) - A paper explaining QRAM.
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#### Complex Numbers
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* [YOUTUBE](https://www.youtube.com/watch?v=T647CGsuOVU) - Series of explanation.
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#### Tensors
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* [YOUTUBE](https://www.youtube.com/watch?v=f5liqUk0ZTw) - Series of explanation.
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* [YOUTUBE](https://www.youtube.com/watch?v=xzG6c96PsLs) - Quantum tensors basics.
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#### Tensors Network
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* [YOUTUBE](https://www.youtube.com/watch?v=bD-CWgbsCeI&list=PLgKuh-lKre10UQnP7gBCFoKgq5KWIA7el) - Tensors Network Some ideas specifically for quantum algorithms.
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#### Quantum K-Means
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* [PDF1](https://pdfs.semanticscholar.org/6d77/54d33958b4a41d57ec99558eb28ae88f9884.pdf) - Applying Quantum Kmeans on Images.
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#### Quantum Fuzzy C-Means
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* [PDF1](https://pdfs.semanticscholar.org/6d77/54d33958b4a41d57ec99558eb28ae88f9884.pdf) - QFuzzy theory.
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#### Quantum Support Vector Machine
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* [PDF1](https://arxiv.org/pdf/1307.0471.pdf) - Nice paper explanation.
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* [PDF2](http://www.scirp.org/journal/PaperInformation.aspx?paperID=72542) - Nice Application of QSVM.
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#### Quantum Genetic Algorithm
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* [PDF1](https://www.hindawi.com/journals/mpe/2013/730749/) - Very Beautiful Article. * [PDF2](https://arxiv.org/pdf/1202.2026.pdf) - Very Beautiful Article.
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#### Quantum Hidden Morkov Models
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* [PDF1](https://arxiv.org/pdf/1503.08760.pdf) - Very Beautiful Article.
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#### Quantum state classification with Bayesian methods
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* [PDF1](https://arxiv.org/pdf/1204.1550.pdf) - Very Beautiful Article.
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* [PDF2](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4726808/) - Very Beautiful Article.
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#### Quantum Ant Colony Optimization
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* [PDF1](http://ac.els-cdn.com/S2212667812001359/1-s2.0-S2212667812001359-main.pdf?_tid=42e0cd66-2f4a-11e7-920f-00000aacb361&acdnat=1493738345_8f536599e404c7588811ddd49c484688) - - Very Beautiful Article.
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#### Quantum Cellular Automata
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* [PDF1](https://arxiv.org/pdf/0808.0679.pdf) - Very Beautiful Article.
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* [PDF2](http://ieee-hpec.org/2013/index_htm_files/7-Improved-Eigensolver-Baldwin-2867489.pdf) - Very Beautiful Article.
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#### Quantum perceptrons
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* [PDF1](https://arxiv.org/pdf/quant-ph/0201144.pdf) - Very Beautiful Article.
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* [PDF2](http://axon.cs.byu.edu/papers/ricks.nips03.pdf/) - Very Beautiful Article.
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