liboptpy
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amkatrutsa
Implementation of various optimization methods
Trying to open example notebook I get the following error: "Unreadable Notebook: /home/common/ivanov.vv/MIPT/Stats2018/HW4/demo_unconstr_solvers.ipynb NotJSONError("Notebook does not appear to be JSON: '\\n\\n\\n\\n\\n\\n\\n
Take GeomD from [this paper](https://arxiv.org/pdf/1506.08187.pdf) and its composite option from [this paper](http://ai.tencent.com/ailab/media/publications/Geometric_Descent_Method_for_Convex_Composite_Minimization-_wei_liu.pdf)
Adopt algorithms from this [lib](https://www.mathworks.com/matlabcentral/fileexchange/20504-submodular-function-optimization) and use [tutorial](https://www.inf.ethz.ch/personal/ladickyl/cvpr_tutorial_part2.pdf), [review](https://hal.archives-ouvertes.fr/hal-00645271/document) and resources from [this site](https://las.inf.ethz.ch/submodularity/)
Add implementations of main algorithms from the [book](https://www.dropbox.com/s/6wd93z98m49ryrx/prox_algs.pdf?dl=0) and mini-tutorial in examples for usage of such algorithms, its interpretations, pros and cons.