There are some interesting algorithms in simulation from Physics, Chemistry, and Engineering especially regarding Monte Carlo simulation: Heat Bath algorithm, Metro-Police algorithm, Markov Chain Monte Carlo, etc.

https://mybinder.org/ Should I make a binder ? :) Or if there is a binder link, it's well hidden.

Is there a reason why in travis CI config the command black --check . || true is run? I don't see the point in checking if files needs to be reformatted if it's just going to be ignored anyways.

Currently running black --line-length 127 --check . -> 399 files would be reformatted, 74 files would be left unchanged.

In additio

A more consistent and multi-functional global level of verbosity control,
suggest an enhancement that will see print(...) in project be converted to using the python logging. module

import logging
#Then instead of print() use either
logging.info(......)
#or
logging.debug(.....)
#or
logging.warning(....)
#or
#logging.error()

In that way verbosity can be globally

Add new sections by GitbookIO editor is quite simple, but sometimes you may forget to add sections in SUMMARY.md.

It is easy to parse the title of source .md files and add it to the appropriate chapter position. I will implement this feature with Python.

Probably need more informative and clear documentation for describing the various federated algorithm.
For example, in README.md of https://github.com/FederatedAI/FATE/tree/master/federatedml/feature, The parties are distinguished by A and B in section Hetero Feature Binning. However, in other sections, the terms "guest" and "host" are used to describe parties. This is confusing.

So, it is

as_set should probably be set to true by default for Jaccard distance/similarity. I used Jaccard distance out of the box and got 'wrong' results because I didn't set as_set to `true'.

Thanks

We need to improve the comments explaining the main ideas / insights of the solution

Hello,

I am getting the following error message "error: package directory 'rake_nltk' does not exist" when installing rake-nltk with:
git clone https://github.com/csurfer/rake-nltk.git
python rake-nltk/setup.py install :

I also tried the option pip install rake-nltk but the installation also fails:

File "/tmp/pip-build-2zTHYP/rake-nltk/setup.py", line 17, in _post_install
import

I think one of the more common issues we encounter is that some examples don't work out of the box. We may have introduced a lot of changes in the API from the previous versions and weren't able to update the docs properly.

Let's scope this one out, right now we have docs located in:

• Our docstrings
• Jupyter notebooks

I know we did this exercise before, but it may be good to revisit it

Description of the bug

The run() method of the SimulatedAnnealing class has a bug when the annealing method does not find a better state than the initial one.

When does it happens

The bug happens when the annealing algorithm fails to find a better state than the initial one. This can happen when the maxim

All suggestions are welcome. Let's talk about what you'd like to see be added to TorBot and we can work on incorporating it into v2. This will be used to track your suggestions.

IMO we should keep only __contains__ method

Would it be possible for Grover to allow a custom "lam" variable, referenced below? It could be a float, or a rotation count sequence, as described in the paper by Baritompa et. al. ([link](https://www.researchgate.net/profile/Graham_Wood/publication/220133694_Grover's_Quantum_Algorithm_Applied_to_Global_Optimization/links/00b7d5278c48a2e0a9000000/Grovers-Quantum-Algorithm-Applied-to-Global-Optimi