Bandits | A JavaScript demo of some multi-armed bandits | Reinforcement Learning library

Environment:

• Python: 3.9
• OS: Windows 10

When I try to create the ten armed bandits environment using the following code the error is thrown not sure of the reason.

I am trying to write a simple web-page embedded program in javascript. Right now, I am attempting to write a linked list of all active buttons on the screen at any given time. However, when I attempt to iterate through a linked list that isn't empty, the program freezes.

This is the relevant block of code:

I’m checking Vowpal Wabbit’s documentation for how it’s actually learning. Traditional Contextual Bandits learn by having F(context, action) = Reward, find action that maximizes Reward, and returns action as recommendation. The “F” is any model; linear, neural net, xgb, etc... that is learned through batch processing. I.E. collect 100 contexts, 100 actions, 100 rewards, train ML model, then do it again.

Now, on VW it says it reduces “all contextual bandit problems to cost-sensitive multiclass classification problems.” Ok, read up on that but there still needs to be some function F to minimize this problem doesn’t there?

I’ve thoroughly read the documentation and either:

1. Missed what the default learner is for batch processing or,
2. Don’t understand how VW is actually learning in this cost-sensitive framework?

I’ve even scoured the vw.learn() method inside pyvwlib. Thanks for the help!

Good afternoon.

I am attempting to make a small game inspired by Among Us. The game will feature two bandits if there are 7 or more players, and one bandit if the player count is 6 or less.

I have run into a problem though, so I am attempting to create multiple constructors, here is how I imagine the layout to be.

Console -> Input names separated by comma -> String[] names -> newPlayer Constructor

The newPlayer constructor will then determine the number of players, and sort them into their respective constructor, using Math.random to determine the bandits.

Bandit route newPlayer Constructor -> Bandit Constructor -> Player Constructor

Cowboy route newPlayer Constructor -> Bandit Constructor -> Player Constructor

The problem is that after the data is given to the Player constructor, I'd like to create an array of type Player[], so I can easily access the data within, without creating invidual Player variables, and then making this array accessible to the rest of the classes within the package. I'm looking for the most concise way to do it.

Although I feel like this may not require code for context, I'll provide it in case it helps answer my question.

Bandit Class

In my game, the "boar" line of code will execute if the object hits a boar, but the "bandit" line of script will not execute if I hit a bandit.

Both of the game objects have the "enemy" tag.

If I move the bandit line of code to the top, that line will now work when colliding with a bandit but the boar code below it will not when collided with a boar.

I have a simple table set up with a generator above it that varies in text lengths. Every so often I get an extra line and that shifts my table down. Is there any way I could keep my table fixed in one position?

Please ignore the Javascript and only look at CSS and HTML, specifically the sections related to ButtonSection and the Table. Thanks

I am trying to plot two plots next to each other in python, one a linear result of the experiment and one a logarithmic transformation. The goal would be to place the plots next to each other similar to par(mfrow=c(1,2)) in R .