# Resources for Quantum Computing Machine Learning 

                                                
## Introductory Concepts

#### Atom Structure
                
 
* [YOUTUBE](https://www.youtube.com/watch?v=g_IaVepNDT4) - A nice animation video about the basic atom structure.                  
                 
#### Photon Wave

                 
* [YOUTUBE](https://www.youtube.com/watch?v=fwXQjRBLwsQ) - A nice animation video about the basic photon.                  
* [YOUTUBE](https://www.youtube.com/watch?v=KKr91v7yLcM) - A nice animation video about the basic photon.
                 
                 
#### Electron Fluctuation or spin
                 

                 
* [YOUTUBE](https://www.youtube.com/watch?v=J3xLuZNKhlY) - A nice animation video about the basic Electron Spin.             
* [YOUTUBE](https://www.youtube.com/watch?v=3k5IWlVdMbo) - A nice animation video about the basic Electron Spin.
* [YOUTUBE](https://www.youtube.com/watch?v=jvvkomcmyuo) - A nice animation video about the basic Electron Spin.
                 

#### States
               
                 
* [YOUTUBE](https://www.youtube.com/watch?v=sICXOwOwS4E) - A nice animation video about the Quantum States.
                 

#### SuperPosition

  
* [YOUTUBE](https://www.youtube.com/watch?v=hkmoZ8e5Qn0) - A nice animation video about the Quantum Superposition.


#### SuperPosition specific for machine learning (Quantum Walks)

   
* [YOUTUBE](https://www.youtube.com/watch?v=86QsYPxoBow) - A nice video about the Quantum Walks.

#### Classical Bits


[![Classical Bits](https://github.com/krishnakumarsekar/awesome-quantum-machine-learning/blob/master/InverseSpinHall.gif)](https://en.wikipedia.org/wiki/Bit)


#### Qubit

                                                                   
* [YOUTUBE](https://www.youtube.com/watch?v=zNzzGgr2mhk) - A nice video about the Quantum Bits.
* [YOUTUBE](https://www.youtube.com/watch?v=F8U1d2Hqark&t=179s) - A nice video about the Bits and Qubits.
                                                                   

#### Basic Gates in Quantum Computing
                 
                                                                   
* [YOUTUBE](https://www.youtube.com/watch?v=2Qsh_w2kq9Y) - A nice video about the Quantum Gates.
                                                                   

#### Quantum Diode
                 
                                                                   
* [YOUTUBE](https://www.youtube.com/watch?v=doyK1olswX4) - A nice video about the Quantum Diode.
                                                                   

#### Quantum Transistors
                                                                                                
* [QUORA](https://www.quora.com/What-is-the-equivalent-of-the-transistor-in-a-quantum-computer) - Discussion about the Quantum Transistor.
* [YOUTUBE](https://www.youtube.com/watch?v=ZTxR2n2mvjc) - A nice video about quantum transistor.
                                                                   

#### Quantum Processor
                                                                                                  
* [YOUTUBE](https://www.youtube.com/watch?v=CMdHDHEuOUE) - A nice video about quantum processor.
                                                                   

#### Quantum Registery QRAM
                
                                                                   
* [PDF](https://arxiv.org/pdf/0807.4994.pdf) - A paper explaining QRAM.



#### Complex Numbers
                                                                                                                           
* [YOUTUBE](https://www.youtube.com/watch?v=T647CGsuOVU) - Series of explanation.                                                                


#### Tensors
                                                                                                                       
* [YOUTUBE](https://www.youtube.com/watch?v=f5liqUk0ZTw) - Series of explanation.     
* [YOUTUBE](https://www.youtube.com/watch?v=xzG6c96PsLs) - Quantum tensors basics.                                                                  
                                                                   

#### Tensors Network
                 

* [YOUTUBE](https://www.youtube.com/watch?v=bD-CWgbsCeI&list=PLgKuh-lKre10UQnP7gBCFoKgq5KWIA7el) - Tensors Network Some ideas specifically for quantum algorithms.
                                                                   
                                                                   

#### Quantum K-Means
                                                     
* [PDF1](https://pdfs.semanticscholar.org/6d77/54d33958b4a41d57ec99558eb28ae88f9884.pdf) - Applying Quantum Kmeans on Images.
                                                                   

#### Quantum Fuzzy C-Means
                 
                                                                                
* [PDF1](https://pdfs.semanticscholar.org/6d77/54d33958b4a41d57ec99558eb28ae88f9884.pdf) - QFuzzy theory.


#### Quantum Support Vector Machine
                 
                                                                                                                                    
* [PDF1](https://arxiv.org/pdf/1307.0471.pdf) - Nice paper explanation.
* [PDF2](http://www.scirp.org/journal/PaperInformation.aspx?paperID=72542) - Nice Application of QSVM.


#### Quantum Genetic Algorithm
 

* [PDF1](https://www.hindawi.com/journals/mpe/2013/730749/) - Very Beautiful Article.                                          * [PDF2](https://arxiv.org/pdf/1202.2026.pdf)  - Very Beautiful Article.  

                                                                   

#### Quantum Hidden Morkov Models
                 

* [PDF1](https://arxiv.org/pdf/1503.08760.pdf) -  Very Beautiful Article.                                                     

#### Quantum state classification with Bayesian methods
                 
                   
* [PDF1](https://arxiv.org/pdf/1204.1550.pdf) - Very Beautiful Article.                                                       
* [PDF2](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4726808/) - Very Beautiful Article.  


#### Quantum Ant Colony Optimization
                 
                                                          
* [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.                                              
#### Quantum Cellular Automata
                                                   
                                                        
* [PDF1](https://arxiv.org/pdf/0808.0679.pdf) - Very Beautiful Article.  
* [PDF2](http://ieee-hpec.org/2013/index_htm_files/7-Improved-Eigensolver-Baldwin-2867489.pdf)  - Very Beautiful Article.     
                                       

#### Quantum perceptrons
                 

* [PDF1](https://arxiv.org/pdf/quant-ph/0201144.pdf) - Very Beautiful Article.                                                 
* [PDF2](http://axon.cs.byu.edu/papers/ricks.nips03.pdf/)  - Very Beautiful Article.