content.md

Reinforcement Learning

March 2, 2024

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Agenda

• Background
• Approach
• Implementation
• Results
• Discussion
• Summary
• Q&A

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Introduction

Reinforcement learning see an increasing success in various application domains. One recent sucess is the winning of an RL-based bot developed by Goodfriend @goodfriend2024competition.

This bot won the 2023 IEE CoG MicroRTS competition @richoux2020microphantom.

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Introduction

MicroRTS is a real-time strategy game created by Santiago @ontanon2013combinatorial in 2013. It is a simplified version of a real-time strategy game aiming for fast ideal validation in research.

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Approach

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Implementation

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Data Preparation

import pandas as pd
from tabulate import tabulate

df = pd.DataFrame(data=data)
df["Total"] = df.sum(axis=1)
df = df.transpose()

format = "github"
print(
    tabulate(
        df,
        tablefmt=format,
        headers=["1", "2", "3", "4", "5"],
        floatfmt=".4f",
    )
)

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Experiment Design

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Results

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Discussion

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Summary

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Q&A