Online_Learning_Applications_Project

Folder of the project of Online Learning Applications (OLA) at Polimi

Complete report

Please refer to the file OnlineLearningApplications_Report.pdf

Installation Instruction

Clone this repo

Open the repository folder

Create a Virtual Environment

python3 -m venv ./venv

Activate it

source venv/bin/activate

Install the requirements

pip3 install -r requirements.txt 

Execution Instructions:

python3 run.py <task_number> <options>

<task_number>
    3 -> to execute task 3
        <options>
            UCB -> to use UCB as MAB
            TS  -> to use Thompson Sampling as MAB
    4 -> to execute task 4
        <options>
            UCB -> to use UCB as MAB
            TS  -> to use Thompson Sampling as MAB    
    5 -> to execute task 5
        <options>
            ALL -> to execute it with known alpha functions
            UCB -> to use UCB as MAB
            TS  -> to use Thompson Sampling as MAB       
    6 -> to execute task 6
        <options>
            sliding_window   -> to use sliding window approach
            change_detection -> to use change detection approch and discard 1 arm
            change_detection_discard_all -> to use change detection approach and discard all arms
    7 -> to execute task 7

Contributors

Alessandrini Luca
Fabris Matteo
Portanti Mattia
Portanti Samuele
Venturini Luca