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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>BlackJack ML Project</title>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/css/bootstrap.min.css">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.3.1/jquery.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.12.9/umd/popper.min.js"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/js/bootstrap.min.js"></script>
<script src="https://use.fontawesome.com/releases/v5.13.0/js/all.js"></script>
<link href="../static/style.css" rel="stylesheet">
</head>
<body>
<style>
html, body { height: 100% }
</style>
<!-- Navbar -->
<nav class="navbar navbar-expand-md navbar-dark" style="background-color: #383740;">
<div class="container-fluid">
<h3 class="display-5">Blackjack Machine Learning</h3>
<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarResponsive">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarResponsive">
<ul class="navbar-nav ml-auto">
<li class="nav-item active">
<a class="nav-link" href="#teamSection">Team</a>
</li>
</ul>
</div>
</div>
</nav>
<!--- Jumbotron -->
<div class="container-fluid">
<div class="row jumbotron">
<div class="col-xs-12 col-sm-12 col-md-12 col-lg-12 col-xl-12 text-center">
<h3 style="color: white; text-shadow: 2px 2px 2px black;">This project utilizes the reinforcement learning methodology of machine learning to train an algorithm
by playing a simulation blackjack game 1 million times. The algorithm learned to implement
strategies by being rewarded each time it won a hand. The visuals in the slideshow below highlight
our key findings, and the app below will make strategic suggestions based on the algorithm's opitimized strategy. </h3>
</div>
<div class="col-12 text-center">
<a href="https://github.com/Austin-Potts/Blackjackbot5000" target="_blank"><button type="button"
class="btn btn-outline-secondary btn-lg text-center" style='color: white; border-color: white'>Github Repository</button></a>
<a href="#slideshow" data-toggle="collapse" data-target="#slideshow" target="_blank"><button type="button"
class="btn btn-outline-secondary btn-lg text-center" style='color: white; border-color: white'>Toggle Slideshow</button></a>
</div>
<!--google slides-->
<div class=" col-12 text-center padding collapse" id="slideshow">
<iframe src="https://docs.google.com/presentation/d/e/2PACX-1vTWc7WEUHDupHAIZiJy5AVhvaH3WBfTWgwL6XwFbJbxcvuUxLr-kdYerBW740peZCfwiTSKhRQuP6oR/embed?start=false&loop=false&delayms=10000" frameborder="0" width="1440" height="839" allowfullscreen="true" mozallowfullscreen="true" webkitallowfullscreen="true"></iframe> </div>
</div>
<!--- Carousel -->
<div id="slides" class="carousel slide" data-rider="carousel" data-interval="false">
<ul class="carousel-indicators">
<li class="slidebars" data-target="#slides" data-slide-to="0" class="active"></li>
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<li class="slidebars" data-target="#slides" data-slide-to="3"></li>
</ul>
<div class="carousel-inner">
<div class="carousel-item active">
<div class='tableauPlaceholder viz' id='viz1590554697912' style='position: relative; left:24%;'><noscript><a
href='#'><img alt=' '
src='https://public.tableau.com/static/images/Bl/BlackJackOutcomeViz/LRERWinComparisons_1/1_rss.png'
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<a class="carousel-control-prev" href="#slides" role="button" data-slide="prev">
<span class="carousel-control-prev-icon" aria-hidden="true"></span>
<span class="sr-only">Previous</span>
</a>
<a class="carousel-control-next" href="#slides" role="button" data-slide="next">
<span class="carousel-control-next-icon" aria-hidden="true"></span>
<span class="sr-only">Next</span>
</a>
</div>
<!--Hidden Game Button-->
<div class="col-12 text-center">
<button class="btn btn-outline-secondary btn-lg text-center gamebutton" data-toggle="collapse" data-target="#gamesection">Click to Toggle the App Interface</button>
</div>
<!--Card Game Code Dont Touch-->
<div class="container-fluid padding collapse" id="gamesection">
<div class="row">
<div class="col-sm-6">
<div class="row">
<h5 class="player1Label">Player - Hand 1<h5>
</div>
<div class="row hand1">
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/2C.png"
style="max-width:100%; max-height:100%;opacity:0" class="card-img-top player"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/3S.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player"
alt="...">
</div>
</div>
</div>
<div class="row">
<h5 class="player2Label">Player - Hand 2 (For Splits)</h5>
</div>
<div class="row hand2">
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/2C.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player2"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/3S.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player2"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player2"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player2"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player2"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top player2"
alt="...">
</div>
</div>
</div>
</div>
<div class="col-sm-6">
<div class="row">
<h5 class="dealerLabel">Dealer Hand</h5>
</div>
<div class='row'>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/KH.png"
style="max-width:100%; max-height:100%; opacity: 0;" class="card-img-top dealer"
alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/green_back.png"
style="max-width:100%; max-height:100%; opacity: 0;"
class="card-img-top dealer down" alt="...">
</div>
</div>
<div class="col-sm-2">
<div class="card">
<img src="../static/card_images/AC.png"
style="max-width:100%; max-height:100%; opacity:0" class="card-img-top dealer"
alt="...">
</div>
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<div class="card">
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</div>
</div>
</div>
</div>
</div>
<div class='container-fluid'>
<div class='row'>
<div class='col-sm-3'>
<button type="button" onclick="action(0)"
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<button type="button" onclick="action(2)"
class="btn btn-sm btn-primary action-btn cards btn-outline-secondary text-center"
disabled>Double Down</button>
<button type="button" onclick="action(3)"
class="btn btn-sm btn-primary action-btn cards btn-outline-secondary text-center"
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</div>
<div class='col-sm-3 gameOver' style="visibility: hidden;">
<button type="button" onclick="refreshBoard()"
class="btn btn-sm btn-primary refresh-btn cards btn-outline-secondary text-center">New
Game</button>
<span class='gameOverText'></span>
</div>
<div class="col-sm-6 placeBet">
<!--<form action="null" onsubmit="startGame()" class='placeBet'>-->
<label for="fname">$10</label>
<input type="radio" id="fname" name="fname" value="10" checked>
<label for="fname"> | $50</label>
<input type="radio" id="fname" name="fname" value="50">
<label for="fname"> | $100</label>
<input type="radio" id="fname" name="fname" value="100">
<button type="submit" onclick="startGame()"
class="btn btn-primary cards btn-outline-secondary text-center">Place Bet</button>
<span class='money'> | Current Money: $1000</span>
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<h1>Unconditional Win Probability</h1>
<h4>Based on 1M Simulations</h4>
<h1 class='totalWinProb' style='font-size:10em;'></h1>
</div>
<div class='col-sm-6'>
<div class='row'>
<h3>Based on your bet and past simulations, BlackJackBot 5000 suggests:</h3>
<h4 class='betAction'>*Waiting for New Game*</h4>
</div>
<hr style='margin: 5px;'>
<div class='row'>
<h5>Conditional win probabilities:</h5>
<svg>
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<h3>Python 3</h3>
<p>Coded in Python</p>
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<h3>Tableau</h3>
<p>Visualized with Tableau</p>
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<p>Enhanced using Javascript</p>
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<h3>Github</h3>
<p>Coordinated with Github</p>
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<h4 class="card-title">Joey Picca</h4>
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<h4 class="card-title">Shane Gatenby</h4>
<p class="card-text">Data Analyst, National Park lover, adventurer and prospective beach raker.
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<h4 class="card-title">Ming Gao</h4>
<p class="card-text">Postdoctoral Researcher UT Southwestern Medical Center, Data Analyst. </p>
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<h4 class="card-title">Austin Potts</h4>
<p class="card-text">Data Analyst, IT Hosting Intern, Dog Enthusiast.</p>
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alt="profile picture">
<div class="card-body">
<h4 class="card-title">Lansing Westlake</h4>
<p class="card-text">VP-Merchant Banking, former Auditor, aspiring Data Scientist.</p>
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class="fab fa-github"></i></a>
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<h5>Resources Used</h5>
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<p><a class="footer-text" href="https://www.w3schools.com/bootstrap4/" target="_blank">Bootstrap 4
Tutorial by W3 Schools</a></p>
<p><a class="footer-text"
href="https://towardsdatascience.com/reinforcement-learning-solving-blackjack-5e31a7fb371f"
target="_blank">Reinforcement Learning Blackjack Article</a></p>
<p><a class="footer-text" href="https://ipython.readthedocs.io/en/stable/index.html"
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<h5>Inspirational Projects</h5>
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<p><a class="footer-text"
href="https://github.com/GregSommerville/machine-learning-blackjack-solution"
target="_blank">Greg Sommerville: ML-Blackjack</a></p>
<p><a class="footer-text" href="https://github.com/justdoit7724/Blackjack_BasicMachineLearning"
target="_blank">Kim Changjun: Blackjack Basic ML</a></p>
<p><a class="footer-text" href="http://www.codershaven.com/hackathon-training-a-blackjack-ai/"
target="_blank">Training a Blackjack AI</a></p>
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<h5>© Dream Team November 2019 DS Cohort</h5>
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