Inhaltsbereich
Tensor Networks 2020 – Tutorials
- Overview
- Lecture notes
- Tutorials
- References
- Videos
Tutorials
Tutorial materials can be obtained upon request, addressed at vondelft@lmu.de
| Tutorial | Date | Materials updated | Topic |
| T15 | 28.07.20 | Tutorial: MPS-based machine learning (optional) 1. Handwritten digit (MNIST) recognition |
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| T14 | 21.07.20 | Tutorial: GILT, FET 1. Graph-independent local trunction (GILT) 2. Full environment truncation (FET) |
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| T13 | 14.07.20 |
Tutorial: TRG, simple update |
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| T12 | 07.07.20 | Tutorial: Finite PEPS 1. Contraction of finite PEPS on a strip 2. RVB state 3. Kitaev's Toric code 4. Resonating AKLT loop state |
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| T11 | 30.06.20 | Tutorial: NRG II 1. Thermodynamic properties 2. Spectral function. |
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| T10 | 23.06.20 | Tutorial: NRG I 1. Iterative diagonalization 2. Energy flow diagram |
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| T09 | 16.06.20 | Tutorial: tDMRG. Tangent space methods 1. tDMRG 2. Entanglement growth, Trotter error 3. TDVP |
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| T08 | 09.06.20 | Tutorial: iTEBD 1. iTEBD for ground state search. 2. Hastings' method 3. Correlation function 4. Orthogonalization |
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| T07 | 02.06.20 | Tutorial: DMRG 1. Ground state search 2. 1st excited state search 3. Correlation function |
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| T06 | 26.06.20 | Tutorial: Symmetries & Qspace II | |
| T05 | 19.05.20 | Tutorial: Symmetries & Qspace I 1. Introdution to Qspace library 2. Complete set of local operators |
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| T04 | 12.05.20 | 5. Construction of Hamiltonian. 6. Ground state. 7. Tranfer operator. String order parameter. Tutorial: MPS II 1. Iterative diagonalization of fermionic chain Tutorial: AKLT Model (pen & paper) 1. Left-normalization. 2. Transfer operator. 3. Spin transfer operators 4. Spin correlators, string order parameter |
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| T03 | 05.05.20 | Tutorial: MPS I 1. Canonical forms of MPS. 2. Expectation values |
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| T02 | 28.04.20 | Tensor network basics 1. Tensor contraction 2. Singular value decomposition |
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| T01 | 23.04.20 | MATLAB basics |